{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Outlier detection with several methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Adapted from http://scikit-learn.org/stable/auto_examples/covariance/plot_outlier_detection.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When the amount of contamination is known, this example illustrates two different ways of performing Novelty and Outlier Detection:\n",
    "\n",
    "* based on a robust estimator of covariance, which is assuming that the data are Gaussian distributed and performs better than the One-Class SVM in that case.\n",
    "* using the One-Class SVM and its ability to capture the shape of the data set, hence performing better when the data is strongly non-Gaussian, i.e. with two well-separated clusters;\n",
    "\n",
    "The ground truth about inliers and outliers is given by the points colors while the orange-filled area indicates which points are reported as inliers by each method.\n",
    "\n",
    "Here, we assume that we know the fraction of outliers in the datasets. Thus rather than using the ‘predict’ method of the objects, we set the threshold on the decision_function to separate out the corresponding fraction."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Method definition require(Symbol) in module Base at loading.jl:345 overwritten in module Main at /Users/cedric/.julia/v0.5/Requires/src/require.jl:12.\n"
     ]
    }
   ],
   "source": [
    "using PyCall, PyPlot, Random, Statistics\n",
    "using ScikitLearn\n",
    "using ScikitLearn.Utils: meshgrid\n",
    "\n",
    "@pyimport matplotlib.font_manager as fm\n",
    "@pyimport scipy.stats as stats\n",
    "\n",
    "@sk_import covariance: EllipticEnvelope\n",
    "@sk_import svm: OneClassSVM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "n_samples = 200\n",
    "outliers_fraction = 0.25\n",
    "clusters_separation = [0, 1, 2]\n",
    "\n",
    "classifiers = Dict(\"One-Class SVM\" => OneClassSVM(nu=0.95 * outliers_fraction + 0.05,\n",
    "                                     kernel=\"rbf\", gamma=0.1),\n",
    "                   \"robust covariance estimator\"=> EllipticEnvelope(contamination=.1))\n",
    "xx, yy = meshgrid(range(-7, stop=7, length=500), range(-7, stop=7, length=500))\n",
    "n_inliers = round(Int, (1. - outliers_fraction) * n_samples)\n",
    "n_outliers = round(Int, outliers_fraction * n_samples)\n",
    "ground_truth = ones(Int, n_samples)\n",
    "ground_truth[end-n_outliers+1:end] .= 0;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x3204570d0>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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G//sHsdtupr2Wun1FEfw8Hjx6JZf2P+Zm4GXsSuF1mHxCsekTSyenGuu8itsOCw24ngPiz6W5k7mSelN30l7PZXEtloXqrufSamdlIpd2q7Lmx/9g+tylCj1mbdma1jxzveA/32LR0hVy68M/D+7h31+OlSg2qXSSI1gGwBg0BGNsJ7fj8BroybV9RarLudi0dpFTb+qO0TGATsNmyu6G1GR9Hu3aWMusrdrS0jeEqUMrhRzLu4X8/mjQNTCGXQtXsdvsWoiW/fkgV259kYbg5+HpANxOzpbbcWg5liiKTeVs27SWqB5fRx861up/PQdEz6Vta/klufIkzfVcntfn2qruei6Nro0Uf46GRsZo2aadwo8riaZWBhLXNTY2Rtv2HeTYm3KSxCaVTnKIfKhiUkOqp8zkRhFUKWhWVrlvqpj0tGtjLddEh5DKJE1wNJm6JjjSUOVrtawoI8FRZbVJcFQNJTn1ACU16kmTExt1DpQV+65KCY/g94WSHSJvlOBQgqOpKMH5RJ2TGwFKcjQQJTXqTROTG00NjqqY8NCsDiHyRQmOZqIEp5wmJDcClOQA4Nu0V3YXpCZIbAqZ/jJtt+T1C5QWKf5mbB3rVvjwIlXhx5W12pyH4GEC+Wl58uxSnZk5uiE/7Z7E9SvemPr0QZY8ulQnDq3b4emDuzJvV3D7taIeXlDdz8PBEBI/kICva4wGxvXvjzZ1oIqxqS6zOAYtfWTej5LXL1D6XvGxyaFtx1pdB1VVba7n7g7GKnUNr0hW1/N2Via4n5chgx7VXZv2HXE/+bZS+2Brqoc7mdK14d6pM+78dUuqNswtLGBn30S6jgDgsSzLSt2KnNy8eRMeHh7Q7jJNpW++VAZFzNaUvH6BZ/snobS4SO7HIoQoB19bF7ajN4kkOh9epOLZwem4ceMG3N3dldQ71VRfY5OqLFMref0CWfvCKDYRoqH09fURl3hHbKJz569b6OPbWaLYRDM5akTRy9BKi16jtLgI+/fvh4sLLYEjRNOkpKRg9OjRKC16TbM5pFqqkuAAQOl7ik2EaCpBXMp99Urq2RxKclScKtxf4+LiQiO5hBBST6lSglMRxSZCSHUoyVFBqpDYEEIIIaqa4BBCSE0oyVERlNgQQghRJZTgEELUGSU5SkSJDSGEEFVECQ4hRN1RkqNglNgQQghRZZTgEEI0AaPsDtQXNq1dKMFRopCQELi5uSm7GzK3Zs0aMEzd/hl36NABoaGhMu4RMG7cOLRt21bi+nv27AGfz0duruJepnnr1i14eXnBwMAAfD4fr18r9n0bBQUFWLRoEe7d476nIi0tDQzDICoqSqH9IYQoB8UmURSbKDbJCs3kyBElNaqDx+OBx+Mpuxsyp4rnNX/+fLx9+1bi+gMGDEB8fDxMTU3l2CuuqVOnoqysDDExMdDV1YWRkZHCjg0A+fn5WLRoEdzc3NCqVSthua2tLRISEtCiRQuF9ocQAZrFUSxVvIbLgiqeF8WmmmlabKIkRw4ouSFFRUXQ1dVVdjeUwtHRsVb1LSwsYGFhIafeiHfv3j1MnjwZ3t7eCj2uQFXvYNbW1oanp6eCe0NIOUpwNB/FJslRbPpEXWMTLVeTIVqSpl4yMzMxevRoWFlZQV9fHz4+Prh58yanzr59+9CjRw9YWFjA3Nwcfn5+SEpK4tRZuHAhjIyMkJSUhK5du0JfXx+bNm0STu8eOHAAU6ZMgbm5ORo1aoRZs2ahrKyM08a9e/cwePBgmJqawtDQEAMGDMCjR484dd68eYN//etfMDY2hrW1Nb777juUlJRIdK5Xr16Fh4cH9PT00LZtW8TGxoqtFx8fD39/fxgaGsLU1BTBwcHIycnh1CkuLsYPP/wAZ2dn6Orqwt7enrO0oPLyi4KCAkycOBF2dnbQ09NDkyZNMGrUKOH23bt3g2EYzpKAvLw8hIaGCn823bp1w+XLlzn98PPzw8CBA3H06FG0atUKRkZG8Pf3F/ncKoqLixMeKzw8HAzDoGfPngAAhmGwatUqTv3KSy4E+58/fx7BwcEwNjZG06ZNERERIfazDAgIgImJCYyNjeHl5YULFy4gLS0NTk5O4PF4CAoKAsMw4PP5SE9PF7skgGVZLFmyBI6OjtDV1YWLiwu2bdvGOZbgd/Du3bvo0aMHDAwM4ObmhrNnz1b5WRBSESU4qoNikyiKTRSb6oKSHBmg5Eb95Ofno1u3brhz5w42btyIqKgoGBgYwN/fHy9fvhTWe/LkCUaPHo0jR47g0KFDcHBwgI+PD1JTU4V1eDweiouLERwcjDFjxiAmJgYBAQHC7T/88AP4fD6OHDmCsLAwrFy5Er/88otw++PHj9G1a1fk5+dj7969OHToEHJyctCrVy98/PhRWG/cuHE4fvw4fv75Z+zZswcpKSlYs2ZNjeeanZ2NwMBA6OvrIzIyErNmzUJYWBgyMzM59eLj4+Hn5wczMzP89ttv2L59O5KSkjBkyBBOvWHDhmHNmjWYMGECTp8+jRUrVnCWAFRepjBjxgycPn0ay5Ytw9mzZ7FixQro6OhUWb+srAyBgYE4deoUIiIiEBkZCSMjI/Tu3Ru3bt3i9OWvv/7CihUrsHz5cuzZswepqakYM2ZMlZ+Fh4cHEhISYGBggAkTJiAhIQGbNm2qsn5VSy7CwsLQsmVLREdHY9CgQfjuu+84F+3//ve/8PPzQ0lJCXbu3ImoqCgMHjwY6enpaNSoEaKiosCyLJYtW4aEhATEx8fD1tZWbB++/fZbhIeHIzQ0FCdPnkSfPn3w9ddfc/rN4/Hw8eNHjB49GuPGjUN0dDQaNmyIoKAg5OXlVXl+hACU4KgSik0Umyg2yQ4tV5MCJTaVrFpV/lWVFi2AP/6ovo2ePYEHDz59P3Nm+ZeMrV69Gq9fv8aNGzeE09H+/v5o3rw5VqxYgWXLlgEA5s2bJ9yHZVn06tULiYmJ2L17N5YsWSLcVlJSgqVLlyIoKEhYlpaWBgDo0qWL8ILv7++PP/74A5GRkfjyyy8BlI90WFhY4Pz589DS0gIAeHl5wcnJCTt27MDXX3+NlJQUHDt2DDt37sTYsWMBAAEBAWjevLlE58owDGJiYmBoaAgAsLOzg7+/P6fenDlz4OnpicjISGGZq6srXF1dERsbi8DAQJw7dw6nT5/G4cOHMWLECGG9zz//vMrjJyUlYdSoURg9erSwrOK+lZ08eRLXr1/HmTNn0KtXL+G5NmvWDEuXLsWRI0eEdQsKCnD79m2Ym5sDKB9RDA0NRVZWFho1aiTStqGhITw9PcHn82FnZ1fn6fegoCDMnz8fANCzZ0+cPHkSkZGRwj8gZs+ejebNm+PChQvCQCQ4F6D8xloAaNasWbV9ePXqFTZs2IDZs2cLfxd79eqFnJwchIeHIywsTNj+x48fsXz5cvTp0wcA0KJFCzg6OiImJoYzOklIRRqd4HTsCDx/Lr/2bWyA69dl2iTFJopNFJtkh2Zy6oBmbqrw+jWQmVn1V3Z2zW1kZ3P3kdOTRc6dOwc/Pz+YmpqitLQUpaWl4PF48PHx4Uz5p6SkYOjQobCxsQGfz4eWlhYePHiABxUTsf/Xr18/scfq3bs35/vWrVvj6dOnnL4MGjQIDMMI+2JqaooOHToI+3Lt2jUA4IxcMQwjMpIlzrVr1+Dn5ycMIkD5dLrg4gsA79+/x9WrVxEUFCTsQ2lpKZo3bw57e3thPy5cuAADA4NqA0Fl7u7u2L17N1auXInk5OQa61+5cgXGxsacC2+DBg0wbNgwXLlyhVO3ffv2nPNo3br8D7aKn688VP6Zuri4CI/5/v17JCYmIiQkROobbxMTE1FSUsL5AwUoD9w5OTmc30OGYTh/HDg4OEBPT0/unwVRXxqd4ADlCU51MUnaLzkkUBSbKDZJg2ITl0KTnJs3b2LQoEGwsLAQrsvbsGGDIrsgFUpuamBsDDRuXPWXtXXNbVhbc/cxNpZLV1++fIno6GhoaWkJv7S1tbF//35kZGQAAAoLCxEQEICMjAysXr0aV65cwfXr19G2bVsUFRVx2tPX14e+vr7YY1V+Mou2tjZn/5cvX2LNmjUifbly5YqwL8+fP4eWlhZMTEw4bVlL8Jk+e/YMDRs2FCmvWJaXl4fS0lLMmDFDpB8ZGRnCfuTm5lY5dV2VDRs2YMyYMVi1ahXc3Nzg4OCALVu2VFk/Ly9PbH+tra1FHuUp7rNlWVbk5yNLPB6v2p9pXl4eysrKav05iSOYzq/8c7a2tgbLspzPQ09PDw0acCfnK/+uEfHUPTbVhcYnOED5TEt1MUnaLxsbmXeZYhPFprqi2CRKYcvVzp49i0GDBsHd3R3z58+HoaEhHj58qBajjJTYSEgWS8tqWs4mI+bm5mjevDmWLFki8jQRwZrc+Ph4ZGVlISYmBq6ursLtBQUFsLe35+wjzaiIubk5BgwYgMmTJ4v0RfD4SFtbW3z8+BEFBQWcYPJcgpFEW1tbvHjxQqS8YpmpqSl4PB7mzp0rdgTO0tISQPnTZp49eybZiVU4h1WrVmHVqlVITk7G2rVrMWnSJLi5uaFbt24i9c3NzcX2Nzs7mzMyJms6OjooLi7mlNVlzbCpqSkYhkFWVpbUfRKc74sXLziBKTs7GzweT2afRwsnC6QVyqQptaPOsYnUQMZLyRSBYhPFpsrqc2ySlkKSnDdv3mDs2LEYOHAgZ82iqqPkRnP16tULBw4cQKtWraCnpye2zvv37wFAuBYZKH8SzJMnTziBRRZ9uXv3Ltq3b19lQOrUqRNYlsWxY8cQEhICoPwmyOjo6Brb9/T0xJYtW/DmzRthYPrjjz84Iy36+vrw8vJCSkoKwsPDq+3rzz//jCNHjmD48OG1OMtybdq0wapVq/DLL78gJSVFbCDp3r07VqxYgfPnzwuXBZSWluLYsWPo0aNHrY8pKTs7O6SkpHDK6vIEGMFnuXfvXnzzzTdif6ba2toAUONIlqenJxo0aIAjR46gXbt2wvJff/0VDRs2VLt3FqgadY1N0qoXszhqimITxabKKDbVnUKSnAMHDuDFixf48ccfAQDv3r2Dnp6eyr0oqiJKcDTbzJkzcfDgQXh7e2PatGlo0qQJcnJykJiYiMaNG2PatGno0qULDAwMMGnSJMyZMwdPnz7FwoULYWdnJ9O+LFq0CJ6enggICMCXX34Ja2trPH/+HHFxcfD29sbnn38OFxcXDB06FNOnT8f79+/RtGlTbNq0ifOEm6pMnz4dGzduRGBgIObMmYPc3FwsXLhQOAImEBERAX9/f4wcORIjR46EmZkZMjIycP78eYSGhsLb2xv+/v7o27cvQkNDkZqais6dO+PVq1c4evQoDh8+LPb43bt3x9ChQ+Hq6go+n489e/ZAR0enyqDQv39/dOrUCaNHj8ZPP/0Ea2trrFu3Ds+fP8f3339f+w9YQkFBQVi7di06duyIli1bYv/+/WJHvKp6j0BFy5Ytg7+/P/z9/TFp0iSYmZnh5s2bsLKyQkhICGxsbGBqaopDhw6hadOm0NHR4QQKAQsLC0yZMgURERHQ0dFBly5dcOrUKRw+fBgbNmyQ6TW0XRtr3E6W4L45DaKOsUlalOCoNopNFJsqq++xSRoKuSfnwoULMDY2RkZGBlq1agVDQ0MYGxtj0qRJ+PDhgyK6IDG670ZzVfxHZ25ujoSEBHTo0AFz5sxBnz59MHPmTKSlpaFz584AytcFR0ZGIicnB0OGDMG6deuwbds2NGvWrNq2a1vu7OyMa9euwdLSEpMnT0ZgYCC+//57vHv3Dm3bthXW27Vrl/CRkGPHjkWrVq0wY8aMGs/bxsYGsbGxKCoqwogRIxAREYFNmzaJBEQvLy9cuXIFb9++RWhoKPr3748lS5bAwMCAc85RUVGYOnUqtm3bhn79+uHbb7+FcTX3TnXv3h379u3DiBEjMHz4cKSlpeHkyZNo2bKl2PqCp+30798fs2fPRlBQEAoLC3Hu3Dnhk1/EfY7VlYmrU7nevHnzMGrUKISHh2PMmDFo2rQppk9nlldGAAAgAElEQVSfLnH7Fcu7deuGS5cugWEYjBs3Dp999hmio6Ph4OAgrLt79248fvwYvXr1gqenpzBoVW5/xYoVmD9/Pnbu3ImBAwciNjYWW7duRVhYmESfRW2CTbs2Etw3p0HUKTbJAiU4qoliE8WminUoNskOj5Uk9ZNS+/bthc9unzhxInx8fHDp0iWsW7cOX3zxBQ4cOCB2v5s3b8LDwwPaXaaBMZbtCEVllNiI+vAiFc8OTseNGzfg7u6u7O4QQmRMcI31+WEfTB1aAYBwNqc+/PtXh9gkK5qU4HzITkXWwWka/btJSH0luL6euZSItu07iGy/89ct9PHtLNG/f4UsVyssLMT79+8RFhaG1atXAyh/3OCHDx+wbds2hIeHw9nZWRFdEYsSHEIIKVeflq2pemySFU1KcAghRFIKSXIEN8+NHDmSUz5q1Chs3boV8fHx1QaSj/dPgNeAewMe36Y9+LaiGV5tUHJDCCHAi7vxuP/7NuH3BW8+oOzD22r20AyqGptkiRIcQoi6OhZ5GNGRv3LKXtfi/YkKSXIaNWqEv//+W+R52oLnjdf0KDytloNkviSAEhxCCCnX0NULLfqP45Rdu/hfPDsouu5bk6hibJIlSnAIIepsaNBIDA3iDkKduXQVCUN8JdpfIQ8e8PDwAABkZmZyygU3M1lZWSmiG0KU4BBCCFG12CRLlOAQQuo7hSQ5I0aMAMuy2LFjB6d8+/bt0NLSgq+vryK6QU9OI4QQCbVwslB2F+ROVWITIYSQmj3Jqd0yaoUsV2vfvj1CQ0Oxa9cufPz4ET4+Prh48SKOHj2K//znP7CxsZF7Hyi5IYQQUpEqxCZ5oFkcQghRUJIDAFu3boWDgwN27dolfCb3mjVrMGXKFLkfmxIcyVV8T0a+YR6eKbEvhBAib8qMTfJACQ4hhJRTWJLD5/Mxb948zJs3T1GHBEAJTk3q28v/CCGkImXFJnmgBIcQoqlqu1QNUGCSo2iU3IhHSQ0hhGgeSnAIIYRLIQ8eUDRKcD5p18aa81VfHT9+HJs3b1Z2N4Ti4uLAMAxu3rxZq/12794NhmGQm5sLAEhLSwPDMIiKipJHNwkhaoASHPVFsYmQmtVlFgfQwJkcSnBotkac6Oho3LhxA2FhYcruCoDyR9cmJCTAxaV2v688Hg88Hk/4va2tLRISEtCiRQtZd5EQogYowVFvFJsIkR+NSnLqc4KjLonN/fv3kZ2djTZt2sDCQjUfUVtcXAxtbW25HsPQ0BCenp5St6OtrS2TdgCgqKgIurq6MmmLECJ/lODIRmlpKW7cuIHS0lJ4eHjI/fpfVxSbCKkdjVmuVh8THHVahpaWloYePXqgVatW8PHxQePGjTFz5kyUlJTI/djjxo3Dnj17kJycDIZhwDAMQkNDAQAhISFwc3NDTEwM2rdvD11dXZw8eRJ79uzhTL0LdOjQQbivQHx8PPz9/WFoaAhTU1MEBwcjJyen2j6JWxLAMAwiIiKwaNEi2NjYwMrKCqGhoXj//n2V7VS1JGD37t1o164d9PT0YGdnhx9++AFlZWWc7QzDICEhAQEBATA0NMTs2bMBADt37oSrqyv09fVhaWkJb29v3Lhxo9rzIYQQdXTmzBk4Ozujc+fO6Nq1K+zt7XHw4EGFHJtiE8UmUrO6LlUDNCTJqU8JjqolNhcvXkRgYCCsra3h7u6OrVu3ci5YAFBSUoLAwEA8ffoUkZGRSE5Oxg8//IB169YhPDxcbLslJSVISkpCYmIiPn78KFUf58+fj379+sHJyQmJiYlISEgQPkmJx+MhKysL06ZNw8yZMxEbG4v27dsLt9UkPj4efn5+MDMzw2+//Ybt27cjKSkJQ4YMqXFfce1v3LgRqamp2Lt3LxYsWICDBw9i8eLFtTrfVatWYeLEiejbty9OnjyJOXPmYN26dfjhhx9Ejh0cHAx/f3+cOnUKY8aMweXLlzFhwgQMGDAAMTEx2LdvH/z9/ZGfn1+rPhBC5ItmcapWVlaGLVu2wN3dHdbW1ggMDMTFixdF6qWkpGDw4MFo2bIlLl++jGvXrsHPzw+jR49GXFyc2LZfv36NK1eu4O+//wbLslL1k2ITxSYiX2q/XK0+JDiqktBUFhUVhaCgIHh4eGDSpEm4c+cOvv76a9y9exfr168X1ouJicG9e/eQlJSEjh07AgBat26N/Px8rF+/HnPnzoWOjo6w/qlTpxAWFoaMjAwA5Wt7161bh6CgoDr109HREVZWVkhPT0enTp1Etufn5+PMmTPCvgHA5cuXJWp7zpw58PT0RGRkpLDM1dUVrq6uiI2NRWBgYK362qhRI+zbtw8AEBAQgBs3biAyMhJLly6VaP/CwkIsXLgQc+bMEQYgf39/aGlp4ZtvvsGsWbNgZmYmrB8WFoZvv/1W+P3KlSthYWGBZcuWCcv69u1bq3MghMhXfU9wmjuZI6ua7VOmTMHmzZsxbNgwDB48GL///jt69eqFyMhIDB06VFhv06ZNMDMzw/Hjx4XLoQ4ePIh79+5hzZo18PHxEdZlWRbh4eGIiIjA27flI8sdO3bEvn370KpVqzqdB8Umik2ketLM4gBqPpOj6QmOKs3YVFZWVoZZs2ahf//+SExMxIIFC3D06FGsWrUKGzZsQGpqqrDuvXv3YGxszLlQAxCOwrx48UJYdufOHQwdOhSurq64cuUK4uPj0blzZ4wcORKJiYlyORcLCwuRvkni/fv3uHr1KoKCglBaWir8at68Oezt7ZGUlFTrNnv16sX5vnXr1nj69KnE+1+9ehVv374V6ZO/vz/evXuHu3fvCuvyeDz069ePs7+7uztyc3Mxbtw4nD9/vtrlCIQQxavvCU7b1g2r3f7PP/9g06ZNWL16NSIjI7FgwQIkJiaib9++mD17Nmelwb1799C9e3fO/R4Mw8DPzw8pKSmcdtevX4+FCxdi8uTJuHPnDk6cOIG3b9+id+/ewqRH1ig2fUKxidSF2iY5mprgqNpytKo8evQIjx49wqRJk8Awn36Nvv76azAMg/PnzwvLHB0d8fr1ayQnJ3PauHr1KgwNDWFpaSksW79+PWxtbREdHY1u3bqhS5cuiIyMhLOzM9asWSOXc7G2rttnnZeXh9LSUsyYMQNaWlrCL21tbWRkZAhnomrD1NSU8722tjY+fPgg8f4vX74Ey7Lo0KEDp08tWrQAj8cT6VPlc/fz88O+ffvw999/IzAwEJaWlhg7dizy8vJqfS6EENmiBKf6BAcAzp07Bz6fj6+++kpYxufzERYWhtTUVDx58kRY7ujoiGvXrnHuDWVZFvHx8XBycuKUrVy5EmPHjsXy5cvh5uaGgQMH4vfff0dmZiZ+++032ZxgJRSbPqHYVP88y5c+kVXL5WqamOCoelJTmZ6eHgCIrId98+YNysrKhNsBYNCgQWjSpAlGjhyJjRs3onXr1jh69CgiIiIQFhbGqZuSkgJvb2/OE2T4fD569uyJhIQEuZyLuPXHgpG94uJiTnnFC6qpqSl4PB7mzp0rdp1zxeRNUczNzQGUP5bUzs5OZLujoyPne3HnPmrUKIwaNQq5ubk4fvw4pk+fDm1tbWzfvl0+nSaE1IgSnJoTHKA8NpWVleHNmzecGZqCggIA4JSFhYVh586dGD16NBYtWgQdHR1EREQgMTERp0+fFtYrKipCeno6/P39OcdydnaGo6Mj7t27J82pVYliExfFJlJbapfkaFqCo27JjUDjxo3RtWtXLF26FP7+/mjYsCGKi4sxe/Zs6OrqYuDAgcK62traiImJwWeffSZc48zj8RAcHMxZXwt8GlkrKysTzhCJG1mrLW1tbRQVFUlc387ODizLIiUlBTY2NgDKE7CKo036+vrw8vJCSkpKlQ9QUDQvLy8YGBggIyMDgwYNkqotc3NzjBs3DqdOnRJZukEIUZz6nuDUxqBBg6Cjo4PvvvsOW7duhZaWFrKzs7F06VJ0794djRo1Etbt0KED9u/fj7CwMPz6668Ayq/ra9eu5dzvoaurC2trayQkJGDMmDHC8szMTKSlpYn8gV4bFJtqj2ITkZRaJTmalOCoa3JT0ZYtW9CzZ080bdoUXl5e+Pvvv/HixQvs3LlTOGoj0Lp1ayQnJ+Pq1at4/vw53N3dxSYtkyZNwoEDBzBu3DjMmzcPfD4fy5Ytw+3bt7Fy5co699XFxQW7du3C4cOH0bx5c1haWsLBwaHK+p07d4a9vT1mzJiBpUuXoqCgAMuXLxcZAYuIiIC/vz9GjhyJkSNHwszMDBkZGTh//jxCQ0Ph7e1d5TGkfTKPOCYmJli0aBFmzZqFjIwM+Pr6gs/n4+HDhzhx4gSioqKqfd/AwoUL8erVK/j6+qJhw4a4c+cOYmNjOTeAEkKIIkk6iwOU38eyefNmjB8/HjExMXBxcUF8fDyMjIxw+PBhkfojR47EoEGDcPHiRZSUlMDX1xcmJiacOjweD//+97+xcOFCODs7Y/To0UhLS8PUqVNhYmKCL774os7nRrGJYhORH7VJcjQlwdGE5EbAzc0NycnJ+OWXX/DXX3/h888/x4QJE+Dq6iq2PsMw6N69e7Vtenl5YdeuXZg6dSr27t0LADAwMMCmTZtElgrUxvjx45GUlISpU6fi1atXGDt2LHbu3AlA/LR4gwYNEB0djbCwMIwYMQLNmjXD6tWr8c0334j098qVK1iwYAFCQ0NRXFwMOzs7+Pv7o1mzZtX2qfJxK78xWlKV95k5cybs7OyED4HQ0tKCs7MzBg4cWOOL5Dp16oS1a9fiyJEjeP36Nezs7PDdd99h7ty5te4XIUR69X0WpzYJjkBISAg8PDywY8cOZGVlYd68eZgwYQIaNhTflr6+Pvr3719tm99//z0yMzMxa9YsYRxwcHBATEyMSFJUGxSbKDYR+eGx8kjZZeTmzZvw8PCA7ag10GlY/T9KVaeOyU1+2j3ELRmDGzduwN3dXaHHLiwsxMWLF1FWVgY/Pz8YGxsr9PiE1AeCa6zPD/tg6sB9DK4y//2rOsHnpt1lGhhj0fsLZIUSHPFJiTJ/NzMyMpCYmAhzc3P4+PiAz+cr9PiEaDrB9XV39CW0bNNOZPv95NsIGeIr0b9/tZnJUVfqmNyoAkNDQ859PYQQUp9QglP7GRxFsLe3h729vbK7QQiRACU5ckLJDSGEkLqgBEc1ExxCiHqhJEfGKLkhhBBSV5TgUIJDCJENtX0ZqCqiBIcQQkhdUYJDCQ4hRHZoJkcGKLkhhBAiDUpwKMEhhMgWzeRIiRIcQgghhBBCVAvN5NQRJTeEEEJkgWZxaBaHECJ7NJNTB5TgEEIIkQVKcCjBIYTIB83kVONjXiY+5j+DlqkttMwaU3JDCCFEZuqa4FSOTeqKEhxCiDxRkiNGadEb5MREoCjtprDMqk0XFDf9EdoGxkrsGSGEEE1QlwSntOgNck7/jPcVYpOegzus+s0GX9dIlt2TO0pwCCHyRsvVxMiJiUBR+l+cspcp13B9+1wl9YhI6/jx49i8ebOyuyEXaWlpWLRoEZ4/f84pj4uLA8MwuHnz0x9EDMNg1apViu4iIaSCus7g5Jz+Ge8rxab36X8h5/TPsuiWwlCC8wnFpnIUm4g8UJJTyce8zPIZHLaMU86WlSEnOQGF2elK6hmRRnR0tMYGkidPnmDRokXIysoS2cbj8TjfJyQkIDg4WFFdI4RUIs0StfdiYhPYMrxPu4mPeZky6J38UYLDRbGpHMUmIg+0XK2Sj/nPqt3+9kUGDK2bKKg3yuHdwhwA8BTGiJNhu6mpqdi9ezeys7Ph4eGB0aNHw9DQUIZHkI3i4mJoa2sruxsSY1lWJGBUxdPTUybHLCoqgq6urkzaIoTUrKbY9DH/mcrfn6OKCQ7LsoiLi0NUVBRKSkrQv39/9O3bFwyjemPAFJtqRrGJVKR6/4qVTMvUttrtBg3tFdQTxfJuYS78qq1nz57h3Llz+Pvvv6usc+DAAbRs2RLLli3D7t27MWnSJLi4uODJkydS9Foy48aNw549e5CcnAyGYcAwDEJDQwEAISEhcHNzQ0xMDNq3bw9dXV2cPHkSe/bsAcMwyM3N5bTVoUMH4b4C8fHx8Pf3h6GhIUxNTREcHIycnJwa+5Weno6goCCYmprC0NAQgYGBuHv3LqeOuCn8NWvWCANwXFwcevbsCQDo2LEjGIYBn8+v8pji2jt16hS6dOkCfX19NGzYEJMmTcK7d++E2wVLC06fPo3hw4fDxMQEI0aMAACcOHECnTp1gpGREczMzODp6YnY2Ngaz52Q+kiaJ6nVFJtq2l4fJScn49y5c3j2THyCyLIsJk6cCD8/P2zevBnbt2/HgAEDMHDgQBQXF8u9fxSbqm+PYhORFiU5lXTs7g6rNl3AqzSKw2MYWLXpojGzOBWTmrokNgDw4cMHTJgwAXZ2dggICECbNm3g5eWF9HTukr6cnByMGzcOZWVlKC0tRUlJCViWxbNnzzBp0iSRdlmWxR9//IGpU6diypQpOHPmDMrKykTqSWr+/Pno168fnJyckJiYiISEBMybNw9A+ZR5VlYWpk2bhpkzZyI2Nhbt27cXbqtJfHw8/Pz8YGZmht9++w3bt29HUlIShgwZUu1+hYWF8PHxwe3bt7Ft2zYcOHAAr169gre3NzIzq192wuPxhH1zd3fHxo0bAQB79uxBQkIC4uPja+y3QGRkJAYPHox27dohOjoaERERiIqKwoQJE0TqfvXVV2jWrBmio6Px7bff4tGjRxg+fDjc3NwQHR2N3377DSNGjEBeXp7ExyekvpD2UdFaZo2h5+AO8CqFbR4DPQd3msWpID09HZ07d4arqysCAgJgZ2eHiRMniiQux44dw44dOwAAJSUlKCkpAQDExMRgy5YtIu0WFRVh7969+Oqrr/D9999XO7AnCYpNVaPYRGSBlqtVIHhEdMeJP+L69rnISU4QbrN08UTHiT8qq2syUddkpiqzZ8/Grl27OAnI9evXhaM+ghGdY8eOCYNHRaWlpYiNjUVeXh7MzMwAAGVlZQgJCcG+ffvQoEH5r+eGDRswbNgw/Prrr8Ky2nB0dISVlRXS09PRqVMnke35+fk4c+YMOnbsKCy7fPmyRG3PmTMHnp6eiIyMFJa5urrC1dUVsbGxCAwMFLvfzp07kZGRgb///hstWrQAAHh7e6NJkyZYs2YNIiIiJDq+kZERWrcu/+OpTZs2cHd3l2g/gVmzZuGLL77A1q1bhWW2trbo27cv5s2bBxcXF2H54MGD8dNPPwm/P3r0KEpKSrB+/XoYGBgAAHr37l2r4xNSH8jqXThW/WaLPl2tSXtY9Zstk/blRZEJTmlpKQICAvDw4UNhWVlZGXbu3AkjIyPObMGBAwfA5/NRWloq0s7evXsxdepU4fcvXryAj48P7t27J4xDy5cvx/r16zF58uQ69ZViU9UoNhFZoJmc/1fxHTjaBsboOn09/JccRZepa+C/5Ci6Tl+vlo+Plna2pipv3rzB1q1bRWZYSkpKkJKSggsXLnDqVjXyxLIsZ/r5119/xb59+4RtCZKjqKgo7Nq1S6bnIGBhYcEJIpJ6//49rl69iqCgIJSWlgq/mjdvDnt7eyQlJVW575UrV+Dq6ioMIgBgZmaG3r1748qVK3U6j9p68OAB0tLSMHz4cE7/e/ToAYZhcP36dU79fv36cb5v27Yt+Hw+vvjiC5w8eRKvX79WSL8JUSeyfNknX9cINsMWwy5kG6yHLIJdyDbYDFus0o+PVvR9OOfPn8f9+/dFBtbKysqwefNmvH37Vlj2+vVrsQkOy7Ii17PZs2fjn3/+AfApNrEsi6lTp+LRo0dyOBOKTRSbiLQoyQGqfMmnoXUTWLt1U7slavJKbCrKysrChw8fxG7j8Xi4f/++8HtfX98ql5s5OTmhUaNGwu/37dsn9oZPHo+HvXv3Stlr8ayt6/aS17y8PJSWlmLGjBnQ0tISfmlrayMjIwMZGRnV7ivuuNbW1iJrreXl5cuXAIChQ4dy+m9gYICysjJO/3k8nkh/mzdvLgwgw4YNg5WVFQYPHlzteRNSn8gywalIy6wx9B070hI1MR48eFDloFpRURFnyVXPnj3FxpsGDRpwRv5LS0tx6NAhsQkRj8fD4cOHZdBzURSbKDYR6dT75WpVJTjqRp4JjTi2trbQ1tYWe3Mmy7Jo1qyZ8HsPDw8EBQXh6NGjYFkWQPlNhizL4ueff+YEpIKCArEJEcuyKCgokMOZiF/fLHg6S+Xzq7im19TUFDweD3PnzhW7ztnS0rLKY5qbm+PBgwci5dnZ2TA3//Sz1NHRqbYP0hAcZ+PGjWKfbFMx+QTEf04BAQEICAhAYWEhYmNjMX36dISGhuLcuXMy6SMh6kpeCY66UNaT1JydnYVxpjIdHR3Y2n56QMNXX32FzZs3IysrS5jA8Pl8GBkZYdasWcJ6JSUlVT6IgMfj4c2bNzI8A27blVFsothEJFevZ3I0IcGR94xNVYyNjTF+/HiRUTA+n49mzZqJrH89ePAgFi9eDDs7O2hra6Nz5844deoUPvvsM069Xr16iX0CC5/Pl2pNrba2NoqKiiSub2dnB5ZlkZKSIixLSUnhjATp6+vDy8sLKSkpcHd3F/lq0qTqGcDu3bvjf//7n3D5A1AeIM6fP48ePXpw+lGxDwBw9uxZkXNjWbZW5wcArVq1gp2dHR4+fCi2/zY2NhK3ZWhoiKCgIIwcOVKkv4TUN5TgKO9R0X369IGzs7NIHGEYBuPHj4eR0aelfebm5khISMDYsWNhbGwMfX19DB8+HAkJCWjatKmwno6ODjp16iR21qekpAS+vr517i/FJlEUm4is1NuZHHVOcJSR1IizcuVK5Ofn4/Dhw8KRM1dXV0RFRYkEGC0tLcydOxdz586tts3Jkydj27ZtePnypXBNNZ/Ph6mpKWbMmFHnvrq4uGDXrl04fPgwmjdvDktLSzg4OFRZv3PnzrC3t8eMGTOwdOlSFBQUYPny5SIjYBEREfD398fIkSMxcuRImJmZISMjA+fPn0doaCi8vb3Ftj9u3DisXr0a/fv3x+LFi6Gjo4Mff/wRWlpamDZtmrBeUFAQ1q5di44dO6Jly5bYv3+/yIvVWrRoAT6fj507d4LP56NBgwbw8PAAgCpHNAVWrVqF4OBgFBYWon///jAwMMCTJ09w+vRp/PTTT8IZOXHtbNu2DfHx8QgMDIStrS0ePXqE/fv3V3lDKyFE8yn7XTh8Ph9nz57F0KFDcefOHQDlI/0jR47EypUrReo3atQIO3bsED5lrSo//fQTAgICOA8qYBgGPXr0kGoAjmKTeBSbiCzUy5kcdU1wlDVrUxU9PT0cPHgQjx49wokTJ3D9+nXcunULTk5OdW6zYcOGSExMRHBwMAwMDKCnp4cRI0YgMTERdnZ2dW53/PjxGD58OKZOnQpPT08sWrRIuE3cVHeDBg0QHR0NXV1djBgxAsuXL8fq1avRuDF3DbyXlxeuXLmCt2/fIjQ0FP3798eSJUtgYGDAWbJXmaGhIeLi4tCuXTt89dVXGDNmDCwtLfHnn39yjjFv3jyMGjUK4eHhGDNmDJo2bYrp06dz2rKwsMCmTZsQFxeHHj16cKb3K59bxUd8AuWB6vTp07h//z5GjRqFwYMHY/Xq1XB0dOSscxb3GbVt2xavXr3CN998gz59+mDRokUIDg4WPjaUkPqoPs/iKDvBEXBycsJff/2F69ev48SJE3j8+DEOHDgg1Usi/f398ccff6B79+7Q0tKClZUVZs+ejdOnT0v14lCKTZ++p9hEZI3H1pROK9HNmzfh4eEB21FroNOw6n+UtaVuSY6yEpunD+5i9cTBuHHjRq0f/0gIUX2Ca6zPD/tg6tCKsy0/7R7iloyhf/9iCD437S7TwBh/GnypzwkOoLgkh343CdFcguvr7uhLaNmmncj2+8m3ETLEV6J///VuuZo6JTiqNGtDCCGkapTgqMYsDiGECNSrJEddEhxKbgghRH1QgkMJDiFE9dSbJEcdEhxKbgghRL1QgkMJDiFENdWLJEfVExxKbgghRP1YSvGQFU1ACQ4hRJXVy6erqRJKcAghhKgbSnAIIapO42dyVHUWh5IbQggh6ogSHEKIOlDaTM6PP/4IhmHQtm1buR1DFRMcVXvXDSGEkHKKiEuEEEIUQykzOZmZmfjpp59gaGgot2OoaoKjjlJSUpTdBUKIHNC/7U8UEZc0gSrN4tDvLyGaR5b/rpWS5HzzzTfw8vJCSUkJXr16pYwuKJw6JjgGJubQ0dXD6NGjld0VQoic6OjqQdvQVNndULr6GJdqS1USHG1DU2jpUGwiRFPp6enDxEz6v5sVnuT8+eefiIqKwq1bt/Dvf/9bLsdQpVkcdUxuBMysG2HW3rN4W5ArLMt7noX8nGcwbWgLM+tGSuzdJ+2sTBR+zOdZT/Hi2VM0tLWDTSO7aus+y8xAzvNMierWhq2pnszaUgTtyxdhFD4PvI8fywtGAVCRp+++7J5Yp/2ePk1DVmYmGje2Q2O7JrXa91n++zodU5zbOQV13tfAxBz/K9CVWV/UkSLikrpTlQQHAPQtbOC76DcUF+YLy969eoaivGzomttA39ymzm27OxjLootKk5edhfwX3BhdVYyUV2ySB3WLd8omTWyqK1nGNBMzc9g0spe6HYUmOWVlZZg6dSomTpyINm3ayOUYlODIlpl1I5hZN8K71/nYv3g67l+7LNzW0rMHRs9fC30jxSYZXRsp/3Nt2aZdjXUK8vOwYOYEJF7+Q1jWuUdPhK/eAWMT6UbOm1oZSLW/ouke3AuTBf8Br6ysvMAVgB8AfWX26v9lAQjvjNd+y/BuykyJdsnLy8WkCf/CpQtnhWW+/gHYvGMfTE3NJGrDOOdtXXor1qus3JorVadAyv3VmCLikrpTpQRHQN/CBvoWNh+olLcAACAASURBVCh+W4Dr239ATnKCcJtVmy7oOPFHaBvULmHRhJht18KV8724eCnP2CQP6hbvlEkWsakunuS8hXFjuTVfZwp98MDmzZuRnp6OxYsXK/KwSqEJF8uK9i+ejn+uX+WU/XP9KvaHT1PI8bs2Mhd+qYsFMycg6WocpyzpahzmzxgvVbu1veA/TH2AC+di8ejhP1Idt6709u6E6aQJnxKc7gBmQSUSnD8SgLLZAP4ADLZtBlhWov0mTfgXLl+6wCm7fOkCwsaPkUMviTzVp7hUF6qY4FR0ffsPeJlyjVP2MuUarm+fW6t2NC1mA1UPCMorNtVW+uNUxMedQ8aTh1XWqa8JzsULZ7Hq5x8Rd/F8rfZTRmx6IsMBO1lT2ExObm4uFixYgPnz58PcXD4XE1WZxdG0i2VOxmPODI5AWVkp7l+7jJynj2Fl5yjTY6pTMiNO+uNUziiZQFlpKRIv/4GMJw9h39S51u3W5oKvrBGdivQO7IXJ1K8/FQQAGAOlv6HrYTbQZQHw8g0QAyAQAD8jDS9PHoflwCHV75v6gPOZCpSWluLShbN49PAfODk3r7EPTa0MVDo41AeKiEvqTNUTnMLnaZwZHAG2rAw5yQkozE6HobViluqomqpiqLxiU21IOpNUHxOcx48fYkCvHsh99VJYZm5hidN//BcODtX/nSWr2KRJFJbkzJ07FxYWFnVa75wbtx2MDveX3aCFDwxb+ciqezKhacmNwMvMtOq3P02TOslR96Smssz0x9Vuf5r2qFaBpC4X++pGdA4dPVnr9mqLyUiH8fSwTwV9AQQD4Mn90DUSJDgA8BvKkxwAiP1yLEY/q/7+liePH1W7/fGjh2oXSJ4mnkFm0hlO2cd3hUrqjeJIE5cA4FXcdvB1uFOSBi19YNjKVwa9Uy5VT3AA4G3O0+q3v8iQKMnRtNhdXTyVdWyqi+pmktbsPAqgfiY4AEQSHADIffUS/Xp2Q/LDrGr3VUZskvdA3dnfI3Hu5FFOWeGb1xLvr5AkJzU1Fdu3b8fatWuRmZkJAGBZFkVFRfj48SPS0tJgbGwMMzPxo8vmPhOh07BZtcdQ9iyOpl0kK7Js7FD9drvqt4ujaUlNZY2bVJ/02Tk4SdxWXS72qjCiU2bfBLzJH4ENAPyhMgnOmTufEhwAqPinfaf37xF38Tx8/HpVuX9Tx+p/do5O8v0DQR7sOveBXec+nLL8tHuIW6K5y++kjUsAYOEzETrW1ccmIj8GVtXfLG/QsOYblzUtdtcUW2UZm+pCkpmkHp3q53uqLl44K5LgCOS+eqlysUkRKxECBgYhYGAQp+x+8m2EDPGVaH+FLBrJzMwEy7KYOnUqHB0d4ejoCCcnJyQmJuL+/ftwcnKSaj00JTjyZWXviJaePcAwfE45w/DR0rNHjbM4Fe+nUbf7auqqiWMzdO7REwy/0mfG56Nzj54Sj5TVdTRLkhEdebM5pQ10ArAEwGioRIIDAImp3O+zADz5///3AHDzmujyl4qcm7WAr38A+JV+tnw+H77+AWo3i1NfyTsuqTN1mMUBAEMbB1i16QIew/1ThscwsGrTpcZZHE2P3eLIKjbVVU0zScX51c9WaLJbN5Kq3X4jqfqngFJsEqWQmRxXV1ccO3ZMpHzu3LkoLCzEunXr4OQk39EDeakvF8nR89dif/g0zr05zTt2xej5a0Xq1ockRhLhq3dg/ozxnFGrTl19EL56h0T7SzNdr+zZBptT2p++kf4pkDLVWczA+18AmgIwBNDDoWmNbWzesQ9h48dwZst6+Ppj8459MuolkTdNjkvSUJcER6DjxB9xfftczr05li6e6Djxx2r308TYLWnslTY2SaOmmSR1nAmXlQ4enard7tGpc41tKCo2qcv9pApJciwsLDBo0CCR8tWrV4PH42HgwIF1bluZsziaeJGsir6RCb6M2I2cp4/x8mkaLO0cYGXnSAlNNYxNTLFm51FkPHmIp2mPYOfgJPcZHAHBiM7lSxdQWloqLOfz+ejh6y/XER1OgqOC+rQFLI24S9YeVNje1bYRimtow9TUDIeOnsSjh//g8aOHcHRyrpejZOpMnnFJXalbggMA2gbG6Dp9PQqz0/H2RQYMGtrXyxmc2sRiaWKTtAQzSUlX41Cm4Nik6vz8A2BuYSl2yZq5hWW1S9UEKDZxKfxloJXxeCqyhqWWNPEiKYnBnh6Ap4eyu6FW7Js6y/0hA+IoY7ZB1RMcgWvhgOf8T4nOLQAX+YBbn4FALd4T4eTcvF4HEE2lrnFJGuqY4FRkaN2kXj5kAKj76onaxiZZETeTRDPh5U7/8V/069lN7NPVakOesUldZnEAJSc5Fy9elGp/Zc3iaOJFsio0U6M4sn6aDI3oVM2xIZCzBTj3PyD+H8CrOeDnBgC/43n7ozXtTjSYtHFJHal7giMpTYzd6hijK84kFednUWyqwMHBEckPsxB38TxuJCXCo1NniWZwFEWdEhxABWZy1I0mXiQrUscLpiaQ5+My5T3b0CD5fzCaNwc6Q88B1fz6PHhW/n6aZjZAcxu5dadWeruVfxFSX1GCo77UPV6XP0VN+U9Se5j6AE8eP1KpZMvHr5dKJTfqSm2THGU/UU2TqPuFUt2p8/sAeIWFMA35Ag3+eQBcB/AfiDxoILcQGLWx/NHNAn3aAof+DZip76lLTVYjYlezcmXSDql/6kuCo4nUPW6rQtxThRdmqxN1m8UBlP7ecfWiKSNB9e1xzqpMFS700jCaM7M8wQEAMwBixh5GbQTO3+WWnb8LfLFB7t0jhBCNid0C6h63VSXuVffCbMKljgkOoKYzOcqYxdGEi6S6Xxg1iapc5KWhc+IY9Pfv/v9vAEwFUOm5Aw+ecWdwBErLysv/ea46S9cA4Hn/mp6rRohmqC+zOJoQuytS9ziuKrFPFV6YTeRPLZMcRVPni6S6XxA1kapc5KXBZD+HyfRJnwrGAhCTrDzMrr6dVBVLcgipDyjBUU/qHs9VKfZJ8sJsSnLKqessDqCGSY6iZ3HU8SKp7hdCTaZKF/k6Y1kYT/0aTO6r8u87AfAWX9W5hn+uzSjBIUShKMFRT+oe11Ut9in7hdlEMeieHA1C99iorqZWBip3ka8r3SOHoHvmdPk3JgDGA6jitSItbMsfMsD/P/bOPLypKv3jnyR0b2mLIEXWUgqigKhsgixDFbWo44Ig0oIjy8hWkFUdBMRlRBkBAcuAoEIcxv0nsigKUlD2EXADCm2Blk2W7tCFJL8/bpM0bZOm7U1yb3I+z+Mzuedup51yvvme8573rTDS6LRSu2JWcU5DtRVABQKVIwyOOlG7ritR+8wFs3U6nU27TqejX9wAsYpThppXcUBlJkes4lSNMDfKRokDfF0ojhsAPcsORgJhjq9fNwHu6WDbdk8HqV0RlAD/AJ6BiGGD3P760xkn2J3yHZkn09z+boAdqSI7my8gDI7AEyhZ/5JXraV3vzibNlGU1MqOfYc9qk1yoLpwNXehhoFSGBvlo+QBvrY03nMTjAfuB5xY0Y8MgW9mSkkGTpxXVp0cAE4CRumjMTzCba/NzclmzpRRNlW/u/fuz7yFq6jvxn4IvB9hcNSLmnVe6fonCmZXTVWptdWqTapayRFIiJUb5eNN4Wl2qWHIcmwUPNBZYQYH4Kj1Y2m3Hm577Zwpo9i/K8Wmbf+uFGY/N9JtfRAIBMpFzTqvJv1rHRNL3L33C4NTxrhRw9lRIbW2WrVJNSbHnaFqSp4NUvOg5yuoaXCvKVEb/au/SG2Uq+FT0ruvW165Y99h9u7chtFgsGk3Ggzs3blN1eEBAmUhVnHUiZq13ps10Nsxp9b2Fm1SjclxFQXnT3Hh158ouHAaUO5AKVZvlI+3r954pcG5CqaylZyim5piaN3GLa89czrD4fmsU47Tm5rZdVbsp/FWSrPPcDXjAKXZZ2r9DGFw1Imatd6bNdDdpJ1IZet335Cedtxt76wutbaz2qQUVLEnp23rG2R/ZklhLgdWzuLi73ssbY1u7UGX+e8SHBYu+/tqi5oHO19CDOzq40oBrHgVni+bsFpx9gxfDnqI5FVriYiIdOm7m7aIdni+WUvH6U0F3ouhKJ+Lm97k2qmfLW1BLe+gUfwMdIHVZPkohzA46kTNmi90UB6q2hPTL26AW7TJL7yJw/Nq0yafXck5sHIWl47ss2m7fGQ/+nmTPNSjyqh5sPMVvH31xow3ruI8tQw6ZlqPPwN2bt/K2JGJLn93i+g2dO/dH22F9KVanY7uvfvTvJWo0eCrXNz0JtdOH7Jpu3b6EBc3ven0M4TBUSdq1nxf0EF3MW7UcHZW2BPjDm06ebHQ67TJJ01OwflTXPx9Dyaj0abdaDRwbN9OLmY5DiVxxMXMDI7s2V6nZ4C6BztfwRcG9cCPPyJ8zNOQ4+meyEvqOdjyi5Q92gBkAj8CBoOB7Vu3uCU8YN7CVXTtabsHqGvPvsxbuMrl7xYok9LsM9IKjslWmzAZuXbqZ6dC1+wZnIqh2WpHGBzl4HVaaDSiO5mOf8oPBHyzEb/dP6HJy3PLq817YgwV9sQIbaodqghXk5vCi1kOz1/KOkWjZo7DSSpyNS8H/SuTObZvp6WtXbfeJMxeXKPwNzUPdL6C1w3odtDk5RE2+wV0F87D18B8QP7IUY+QdgFMwGPATUAs0rGZjPQ0l2XaMRdXqx8ewaLVn5N5Mo2sU+k0a9ladbNkAnkpzTlX7Xm/yKZ2z1dlcOyGZo9+Df+Q+rXvrAcRBkc5eIseanJzCdzwFQGb1uP/4w60ubYzeyadjuKBD5P32lsYm7dwWT+q2xPjKm0qX/TTm7TJJ1dyQho1c3i+YbOWNX6m/pXJHD+wy6bt+IFdNQp/8+RA5+mChGrBWwZ0Zwh963XJ4ADcitcYHICYcskazwIpFc5Ht3bfgN68VQx39b3XIyIiCoEqC78Ix/Hw1Z2viqpCsy8d2ceBlf+o8bM8gVqSA9UWYXA8S72D/yP82We4sV1zwsePInDj+koGB0BjMBC4/ksa9umGLvVoFU+Sh1bRjve8uEKbyhuc8nhSm+TCJ1dyQqNa0ujWHlw6ss8mZE2r1RHbpWeNV3EuZmbYrOCYKR/+Vt0zPTXQiYKEzuENg3lN0J1IJTj5HenADxjm0e7ITtsmcF8n+P43MJSLDNLpdPTuF6eKegkis5r34RfZlKCWd0h7csqHrGm0BLXoXONVHHNodkVMRiMXf99DwYXThDZ23ax0XVBLciBfRdWaaDLhv2M7IW+9TsCPFae4gFCgLdAECAKygf8BOaDNvkLE009x+ccDoJV/nSCmTVv6xQ1g5/atNiFratImJeGTKzkAXUa/RsP23WzaYrv0JGH24ho/69KZU47PZzk+78mZHFGQ0DG+kligImEvTkdz/bp0MBDwwn3M6yZA778MsGnr3S+O5FVrPdQjgQAaxc8gqEVnm7agFp1pFD/D7j329uFUF5pd+Gemw/OeRA3JgeqKWldx1KyJfv/bT+TD99Hgr/fZGpwQYAAwB0gGpgJPAY8CzwBvAmVBQH5//Ib/99+6rI/Jq9bSu1+cTZurtMneKo634JMrOQD+IfXpOXkJ7YNzuZR1iobNWtZ4BcdMw6aOw9schb95OkSt/AqOmfJFn9S8TFkX1DyI1xX/778lcMtm6aAB8JBHu+MyIkNg3ecbSE87TkZ6GtGtY1w+S+btgiKoO7rAMKIee4XS7DPSHpyIJjVewTFTXWh2yI3Na91PV2JvBaom0RFKRxgc96LNyiRs7osEffax7YkmQDzQCwhw8IAQYBCwSDoM2LKZkgEPuKKrREREukWb1KpHhy/mOn2tz5ocMMf2NqjzYNmoeTTtuvXm+IFdGI3W5cXqwt88Pcg5U5DQ10yOWgdw2Sgtpf6L06zHQ4FAj/XGpZwfWAJA65hYEQIgUBx+kU0dmhuoPlW0vdBsjVZLw/bdFBuq5orkQErC09pfW1SpjyUlhLy7mJA3X0N79aq1vTHwOHAXzsc03WL9WO+Y6/blmBHaVHd8NlxNbhJmLya2S0+bNkfhb0oY5ERBQltUOYDLjCYvl3qhxwC41hI2B8Hx8x7ulJxcrf4SgUANOFsLp6rQ7Ibtu9Fl9Guu6JYsuCI5kFJQgvbXBqXoY9qJVLZ+941TqZT99u7mhj5dCZv7D6vBCQVGIIWf9aJm34KDgbLyMVUlJ1ATal3FqeleVJ9dyZE7Q0twWDhj3vqAi1kZ1Ya/KWWQMxd92r8rBWO5DW5anY6uPfv6zCqOUgZvJWC6oSFX/g5vvQGbM+DwAqn9vk7SHpZINf+qcoEZQA+48O+zbn+9nKIiR9IBkVlNvdSk2Kc5NLvgwmkK/8wk5Mbmil3BMWNegbp8ZH+NoiOUjlK0v6YoQSOzs68wbtRwtm/dYmnrFzeA5FVriYiItLlWU1hI6LyXCF6xDI2prDiABrgXKeSsLj+OeUG0QrFMNeErBgfESo7sNGoWTfse/RRvcMx4U9GnmmBOKKCEwVtJRG3056ll8NYpOFyu/fvfYOhSj3VLHv4DFADfQ9jrL3u6NwKBWwlt3ILGHXsp3uCYSZr/bo2iI5SO0rTfWZSikeNGDWfn9q02bTu3b2XsyESbNr/dP3HD3V0I+fdSq8FpDbyCtIJTlx8nH0tBNWMDL6qp4MX45EqOp/LsK3GQ86aiT86glAFbqaSeg29/qdxuMErtx89DbJT7+1VnfgF+lD4awyMomDnLo90RCGpLTVZx1IpZo52NjlA6StR+Z1CKXqadSLVZwTFjMBjYvnUL6WnHad28JaGvzyVk8b+s5sYfeAK4H3mm9MvV6jW0bCXDA92PL63igI+aHE+g9EGueasYYW58nKiN/hy84PiaE2o0OVeB96yH+fP+ifHGxnYvdwVqFRaBsvAFg1ORRs2iVWtuQPnabw8laebJjHSH5y/vTKHr6hX4/XLI2hgLPAvIqVflqoGU3tJBxge7B7XqUF3Cs33O5HhiFUetg5zaUdIgrRZiqvnu30ZtBgdgDXBZ+ljcux/Xhj/j0e7UFVEE1DfxFYPjqUgLV6BW7VeadraKtp8E6W9A/PNT0RVdkxp0SKs3A5F/Q0aq9WPpHV1kfrhr8UWDA2JPjstR6yCnZqraa1OTjCy+SNRGfwDaNpGSDOgqjAw6rdSuulWcXcBO6aMxLIzcZStBo/Fol5SASDqgLoTB8V5OZ5xgd8p3ZJ5M83RXAOUZHICYNm3pFzcAXbnN/qGAXqNhNVgNzk3APKTabnJ/uzUCv5d9DA3lesfbZH6BwBX4lMlx9wAqDI77sJdIIDv7CkMff5C7u3Qg4YmH6XXnrQx9/EFycrI91FNlEfDtJqL+62/Ttm4C3FNhJf6eDlK7qrgOfGI9PDHtBb47dsTtRletM2gCZSAMjjqpTv9zc7KZ/MzjDBnQlSmjBjP43i5MfuZx8jyYmliJBsdM8qq19O4XB8CtwH5gmHnvDcBfgFeBVi7qQAaQJ30s6d0P/Pxke7SrJ2HVqkFyRC34XLiawHtwZkB2lJFl3ecbXNU1VaA7mU7EiCelUeBJJJFAShP9zUwpycCJ81KImupWcED6uWbB9YWwragJ98150XLKXupRgUBJCIOjTpyZ4JwzZRT7d6XYtO3flcLs50ayaPXnruqaXZRscAAiIiJZ9/kG8pa8TetX51CvuFg6EQiMBnq4uAP7rR+LH3hQlkfWJC12bfFlgwM+tpLjTsQqjmuoSepnc0YWQ7kaQGCbkcVnMZkImzkFTVGRlFa5irIxsVHwQGeVGhwzDeGB6Ht4/E/bjApVpR5VA2I/jsDb8EWDczrjBHt3brOpTwdgNBjYu3Ob20PXlG5wACgpIWz6JNq+9LzV4LQEXsP1BscE7Cn7qNNRFP+QLI91Ni22ryGnzvmMyXHnQCoMjnyUNzU1HYiry8iSka6MGGhPELDhKwK/3SQdRAKPebQ7LuOndr/x/Q/fU2A02rS7y+iqdRZN4Hl8YRXHFw0OwJnTGQ7PZ51yrF2+hvbCeRo8PICQlcnWxn7AXOTNnmaPVOCi9LGkb39MDRvV+ZHumIQV+uNDJkegDupiaio9y0FGFoDo1t6bMtsRmvx86s98ztqQAAR5rDsu4/zAEmF0q0AkHVA+vmBwvI2aTG42beE4JXazlo61S06Uvorjd2AfN/Trgf+eXWUNSOFpo5Hq4LiDclGF14Y8JcsjXa1NajU4ckcrCJMjM2IVx3kqGhq5B9uqMrIA6HQ6+sUNoHVMrKzvUwuh815Cd/aMdNAJ6O7R7riE8wNLAM8aXblFRoSq+Qa+YnC8aRWnprrfIroN3Xv3R1tBm7Q6Hd1793dbzTqlG5zAdWtpMDAO3bmyeOoGwEtIqzjuohBLqJqxfjhFDz0qy2PFJGxlXKFxPmFy3DWYCoNjH1cbGnuUz8hipne/OJJXrXXL+5WG355dBL9XtuQfgFRkwBsyKhdX3SyMrkBNCIOjPmqr+/MWrqJrz742bV179mXewlVydKtaFG1wDAZCZz9PxNiRaMz7b25Gyp7m7u/+O7Hoy7UhwyA4WJbHulKb1LiK46pJPJFdTSA7Sho8zRlZ0tOOk5GeRnTrGJ/+YhuwaT0ac9rNQYA3fKfKAv6JFHZ3l3UVx0zyqrWMHZlok8HG1UZXjSIj8CzC4PgW9cMjWLT6czJPppF1Kp1mLVuLFRykcOrwUYnWPaMAccBw3P+N1QhYZYOrI8fI+nhXaJPQHluEyZEJX13FUfJgWZ7WMbE+bW7MhHZ/G5KAH4H7Pd0bGTiHZHBygGWQ3bNy6lVvMLpyzXKJ/TjKRBgcdSKH7jdvFeM2cwPK1mxt5mkihzyC3x+/lTUgmZt7PdShn4GyxJzF/eIw3HyLrI+XW5vUanBcGYrt9SbH2wZVT6PkAVLgJN3xjn0455HSh5bVziu97Q5KevWxe7m7jK5ahUYgcCXepsVqnNhUsn7X+/kAkU8+is6c7j8YmAR0cHSXCzEB5UrpFY6f5LJX+fIkrKv3mnq9yXEHahzsnEXJg6KgZkRtdFcqGjdwFluDc2tHrnyxEVN4uCd7JRDUGF9YxREGx/MoWcsDNnxFxOjhaK5dkxoaA9OAmzzYqaNAWRbn0va3UHLPfR7sTPWocXLNHcl0hMmpI2oc7KpDyYOhoHZ4lcE5BbwB5EmHpbd04Mr6bzE1uMGTvQJcIzQiq5r3IgyO+lCj5itZ04OTlxD24jTrXtF2wHNAmCd7BXxl/Vg4aRpolJuhRxgc+3i1yfG2wdWVVBwE006kcjIjXZX7FwS2eJXByUdawSkb00s7debK/21WhMFROmI/jrLwBYPjCi5mZnDpzCkaNmtJo2aO683IjTA4MmI0EjZrJiHvLra29UKqf+PnqU6VcQL4Vfp4vWU0RYOe9Gh3BLXHq02Oq1HjgFeeqga/7OwrjBs13CbbR7+4ASSvWktERKQ7uycQVCYMeAT4CEq69SD7k/WYIiI83StAnbNpAs/gKwZHzonGq3k56F+ZzLF9Oy1t7br1JmH2YoLDXB+mqka9V6zBKSoi/Nm/EfR/5RLFPIKU8VMJCyblulU4ZQbUU+5XZTXqjjujE3yiTo7AFkd1asaNGs7O7Vtt2nZu38rYkYnu6JpAJnQZaUQMeYQovRet4piJh9xl75H9xSbFGBxXIULVvA9hcGqH/pXJHD+wy6bt+IFd6Oe5bkO4GWFw5EOTk0ODxwZaDY4WGAU8gTIMzjHgF+nj9RatuPbUcI92xxHC4FSPW0zOgQMHmDBhAh06dCA0NJSWLVsyZMgQjh8/7rJ3ujpUTa2DnqOBL+1EKtu3bsFgMNi0GwwGtm/dQnqa6/7/EsiHJieHyCGPSHUGXgIyPd0jeTk/sIRrw4ZjCg21e03aiVS2fveN2/5mlS42IlStajyhTb6A3Pp7MTODY/t2YjTaapPRaODYvp1czMqQ9X3lUavWKxHt2TM0iP8L/rvKVuMCgKnAXzzZq3KYgE+sh4XTXwQ/+WLn3K1LSsMTk3ZuWYObP38+u3bt4oknnqBTp06cP3+eJUuWcMcdd7B3715uuUXe3OMCW5wd8E5mpDs8n5GeJvbnKJ3iYiISnqBe6jHpOAjwku0qFYt8VoUItxTUBHdrky+s4rhigvHSmVOOz2edcvv+HKWiVIOjO36MBo8ORJd1Wmqoj5RBzX0lgqrnMFJWNeB6m1iuDU2Q5bGu0CWlT6wpBbeYnKlTp7Ju3TrqlYtrHDx4MB07duSNN95gzZo17uiGz1HTwa5VdGuH56NbK2k0ElTCYCBizAgCfkyRjusD05HqDagcZwwOOA63XPf5Bjt31Q1XiY0IVXM97tQmYXBqT8OmLR2fb+b4fG1R4yqOEqn38wEaDHoI7ZXLUkMj4HkgypO9qoAR+Nh6WPCPubLtxZFbl9RocDylZ24JV+vRo4eNiAC0adOGW2+9lSNHjrijC7KihoGvNrM5MW3a0i9uADqdzqZdp9PRL26AWMVRMkYj9SePI/CrL6RjcxiAGr9XnQPeBq5Kh84aHBFuKagp7tImYXDqRqPm0bTr1hut1labtFod7br1dskqjhp0viJKXMXxT9lGg4futRqclsBclGVwAHYCZYtMpbffSdFfH5flsXLrkjA4NcOjiQcuXLhAw4YNZX+uL6eOrm7fTXUkr1pL735xNm29+8WRvGptXbsmcBVGI/WnTiR47fvSsQ5IAtp4slO15DdgNvA/YAmcv++q07c6E24pN2pYxRH7cWqOnNrkCwbHHSTMXkxsl542bbFdepIwe7GdO2qPMDjyEPDVF0Q+8TDawrJxsj0wC1Bavphi4FPrYf68N0Arz9djT+iSkvB0RILH8uLp9XrOnDnDq6++6qku1AolD35yDHIREZGs+3wD6WnHyUhPE3Vy1EBxMcF7VkqfNcB4oLMnO1QLTMD3wBqksAGg9HoHtNlXMDZy7kuiHKlXRgAAIABJREFUCLcUyIGc2uQrBscdE4vBYeGMeesDLmZlcCnLdXVylKzx9lCiwQnSf0j9pL+jMZYN6HcCEwAlJvzcCGRLH4vui6ekd1/ZHi2nLqlxFcfTeMTkHD16lAkTJtCrVy+GD1duej614IoBrnVMrDA3KiFqW7i0gXMB0B/oXv09qecg7QK0iYJYT4cNXEcyN+VClovuiyf3vbWYwpwve20Ot9y5fatNaIBOp6N3vzjZ/56F4HgfcmqTMDiuoVGzaJclGRAGRx6C332H+i9Oszb0RiryqbN3hxW3a9NloGxbjEmnI/+VN2R9vFy6pEa98fQqDnjA5Fy4cIGBAwcSGRnJp59+ikZTfWL03z5+G79g23SxTbveR7Pu97mqm6pBiQOcwH1EbSybFgsEXqTaANQrBfDUMvj2F2vbfZ1g3QSI9MSfUj6wGCi3/aEgaQoFc14DnROKWIHkVWsZOzLRJouNK8ItXSk4nghVy9r7LWf2f2vTVnq1QLZ+qIHaaNPllJXoAmwze4S060vozf1c1Etl4U2h4cLgyIDJRMhbrxP2+svWtvuBYShXmz5GClcDro58FkPbm2V/RV11yZcNzs/fr+fgVtvkDEWFeU7f71aTk5eXx/33309eXh4//vgjUVHO2fQOQ6YQ0dK5PzxXDrpKGwQVN8AJ3IrF4JjRVj8L9tQy+P4327bvf4OhS+Gbma7rq13WYjE4Jn9/chcnUzS09oVnRbhl7WjWvfKkUc6po6S86htFgGurTTf0HU1A48qb33xhFUcYHM+iOP03mQid+yKhi/9lbXus7D+NQrXpGPCT9NEY2YCCF15yyWt8TZfknKi7456HueOeh23aslJ/Y+Hovzp1v9tMTnFxMQ8++CAnTpxg69attGvXzl2v9koUN8AJ3EpFg3OlABKXa9l00Ghpi79di36s0TILlnrOdpbMjMEotR8/74HQtQTgGBh0UeToP6W0qxOxdk7gynBLtaziCJxDbm0SBkfgahSn/0YjYTMmE/LecmvbMCBewdpkBD60HubPehlTpGv/rmujS2pcxVESbsmuZjQaGTx4MHv37uWzzz6jW7du7nitrChppkdxA5zA9ZhM+H/3DZhMlVdwkERkz8kw9Ho9p0+fRq/Xs+dkGAnJ1n/iaRccv+LEebk77QT14dLXB7m8bZdsBkcgIbKqVY/c2uQLBsfbUJK2O4Pi9N9goH7Ss1aDowFGAvHSoWK1aStQVmO2tONtXHt6lAteUjfUaHCUNlHnlpWcKVOm8PXXX/Pwww9z6dIlPvroI5vzw4YNc0c3vALFDXACl6MpKKD+lAkEffIfeBJ4yPZ86jnYdNCIXr/M8m9p2LBhmEwmEhMTLbNgMY0dv6eNBxIQOFsDRymIVRzvQk5t8hWD402rOMLg1JHr1wkf+wxBn/5XOtYAzwJ3S4eK1aZc4BPrYd5bi2u1B9SVCIMjD24xOYcPH0aj0fD111/z9ddfVzovTI5zKG6AE7icer8cImJUIvVSj0kNHwNdgCbWa8yzYH369LG5t29fKQ3miTIhadtE2sj5/W9SGIAZnRbu6eDeUDW1mRtQp+gIHCOXNgmDoz6EwakjpaWEjx5O0P99Lh3rkMoXlFuQV6w2rcNSbPra0ERKe/R0eLmgepRocMBN4Wo//PADBoPB7n9y4U0DcEUUN8AJXIvRSPCSt7khrpfV4AQiiUgT20vNs2A7duywaU9JSQFsZ8HWTZBEozz3dJDaXUYFb6BGg6M2RKiac7hLm7wBb9JXtRkcxVFSQsTTQ60Gpx4wiUrlCxSpTX8AO6WPxvAI8uf9U+YX1B21Tagp1eCAB4uBqgkxIArcie5kOuHjRuO/a6e1sRUwEahiRqttE2kjZ9LE8ZhMJvr27UtKSgqTkiYQf7uW2Cjr1FhkiJSp5vh5aRbN5bUIUoG3kRIM3K1eg+Nq0VGySAgc4wurOMLgeBZFTXIWFxMx4kkCv9koHfsBk6myALXitKkUeN96mD/nVaeLTbsLtRkcpSNMjgpQ1AAncC0mE+HPJOD/8wHpWIO0gfMJJDGxg36skYTkfBITrSl/zRlsqiLWHYXWDgBLkYRlBVz+63YXv1AgcC+xrdX3hbmmCIPjWRSl/8XFRAwfQuC3m6RjP2Aq0NH+LYrSpq+Bs9LHki7dFJlsQG0ofYJOmByFo6gBTuByojYFwMPAQaAhMAa4pfr7IkNg4zSjzSyYyWRkz3E3Vo4uzw/AKsAkHRbf3Z/r7W91cyfkQW2rOCJUTSAX3mRw1Iii9L+iwfEHpgHVDOuK0aazwFfSR5NOR96id0Hrlh0bTqO2VRylGxwQJqda1DjzI1AnltTQsUjxzR2AoJo9IzYKbgitXJeg7y1avpxsdG3laDMbkDZ2lnFt8FPkLl0B/pVTXysdtYmOQCCoGrVpueIMTuJgArdslo4DkAyOExNwZuxpU8WaOS7BCLwHXJcOCydM5nqHTi58Yc1Rm9aoweCAmxIPuANvnHFS1CAncBlRG/3Je8+fldvgvR+kmGS6YmNwUs/B5kNl56rhscVadmfY1iU4dCaM9jN0ZLtyHDUBn2FjcArHTyZ3+WpVGhx3oBahEPge3qSpwuDUnpRvNnKl1522Bmc6FoNTE216+G0tP6XbatOu9DCGLHHxV9FtQFn+nuvRMRTMfMm176shajM4akKs5CgUJQ1yAnmp9+thrrdpC0FB+H/sz4ClWr771TqzpdVqibvVxMcTTZhMVc98zX3UyKV82+X+KwXw6CINO47Yr0vQ5xX4YrKLQgSOAV9aD/NnvUzh1OdBo3HBy1yPGoVHhKoJ5EAYHM+hFO3PyEhj0IC+vHvxT8uCzVUgdxQ0aS/pTVURA+PijNzeylZjzNr007HK2nT27FlmzJjBd7/CvQ729tSay9hMvOUtWgbBwS54ke+gpsk5r1nJEQiUjvbcWepP/Ds39OlG1MRwojb6k7hcy/7TtjNb4eHh7Ej1JyFZW2W16F3pYfSYqyX+LWg7FQYu0JJdKAnOz5nS8k/5ugRXrlzh/fellDK/ZdreIys3IxUrBfLeeJvCaS8Ig+MANQmFwHcQBsdzKMXgADw+oC/Ls6/w17Lj6/7+DA4J4faPpKKZVWnToTNhDF2mraQxicu1HDgZAFi16cqVKwwcOJAZM2YAMOANGPCGzLpkAlYDRdLh1cS/UdK3v4wvqDtqm0xTm24Jk+MATw2QShroBHVHk5dH6GtzaXjnLQSvfR+NyQRfQ/pRqRr00mXSzFbz5s0ZNmwY77zzDsXFxWw6aGTTQSPvLLE9v2TpUoxGIykpKej1evacDOPRRdKM2pw5LwO2dQkSExM5ePCgjRjtORlGQrL8//zPLy/hUsperj7rysI7AoHAFQiD4zmUpPvbt2xm0cU/eeh62SaWwEDqbd7Mk8uXcyHHwPspVKlNS8u0acGCBezOkHQp9Zx07dCnpNUbszYlJiayZ88eG13af1pmXfoROCR9NEQ1If+V+fI9WwaEwXE9IlxNIHAVRUUEr15B6L/eQHv5krU9GHgEjhdIh/aqQZuxd/7YsWM0a9aMF16cxfTp0wEYMmQIGzZsYPx4qS5B8+bN2bRpE3q9vsrwtePnwWSSKlPXNdONuQbO9dtur/1DFIBaV3FEqJqgLgiDIwDAYKDty7O4w3wcEADr10P//vTNzARg2+/SKXvaVL9+fUaOGs2CBQt4fLF0LjExkffff5+JEydy9uxZ1+tSNrDGepj3ryWYIiJq8SDXIAyOexAmR2EoaTZHUHu0p09xQ3x/dFmZ1kYdEAc8BoRB9DmpeceOHZaBHqzVoM1UPP/f//4XgDFjxljfp9ViNBrZsWMHX375JTExMTZ1CeyJ0cC3bDeM1jbTjVqLfFZEbcIjEAjUj2J032ik/qSxRP3+KwCGevXQffkl3HsvYNWm/reC/ifntOnouXrAdbKysoiLi2PHjh2WEDWX6ZI5TO2qdHjtiScpHviwkzcLvAkRriYQuIAbD8ei05UzOHcBbwEjgDCpyVwNesL48ej1ejIzM9Hr9SQlJREQEMBdbSEyVMv4svO//vort99+u0UgAPr378+///1vwsLC0Gq1jBw5kk8++YQ1a9agKbcfpnz4GljFyiwk5ufUJozNWwyOu1DLjFhq+mVPd0HgJsQqjudQjMExmQibMZlg/QeAVMM5wd8f/eXLFm2aMGECjcK1fLBTg1brnDaFhIRYtOn+++/n9tutK/0u06UfgZ+lj4YbG5M3f2FNfxsuRW2TaWrRrKoQKzkKQjGDnaDWWGrdaIFBwFbgCaBV1dfrxxoZssS2GrRWq+WGUNidCmBEq5XOa7VawsKkjZ59+vRhx44dTJw4EYPBwNKlS0lMTESj0fDss88CoNFoCAsN5cbGjZk4cSImk4m+ffuSkpLChAkT6Ny5M+vXr2fHjh0kJSURGBjI4neWWsIF7IYIXAEi8LopErUJT3lEqJqgtgiD4zkUo/kmE2EvPU/Ie8ulYw1cGQ4/fFXMf8tpU6NwLSYT7DhiAkzk51evTf/4xz+YMWMGOp2OadOmYTJJFaL9/Pzk1SUzl7ENU3t7KaYGN8j666oLatMZNRsc8BKT44pBWm2DpcCzWMxNee4o+88BkSGw5XmpGnTKEalNvwt+PReGXr/MIhjPPvssBQUFLFtWdWroX375BYCiIimNjEajwWQyEVzvGmlpaWi1Whsj1blzZ7Zt20ZkZKTNc2bOnAlIlamrFJN84FWgCTAezj/hHas47hIetQuGwLsQBsdzKMbgAKFvvELI0rLVDg3wLDS+G84PMPDdr7D7ONwVC6+th0NnaqZN5tWZq1ev2kQXRAQZuJybK48umTEBK7GGqQ1+iuIH/+rgBvciDI778bK5WPWipAFP4BhN9hVC3nyNwI8/Imqjf9UGp4bERsGov0CfmyHlj8pZa8yrM/ZimK9du8by5cvp319Kj2meLcu5Vg+NRsPUqVPZsmULL78sZV9bv349kZGRlZ7z9ddfA9Jmz0oYgaXABeAQXPt2SJ1/bkHdccUqzuHfL8j+TIGyEAbHcyhJ74OXvE3o/FetDc8Ad1sP7+0Isx+Dlg0lbVq2rGbaNHLkSH755Rc6d+5s0SWAvGI/TCYTo0aNIikpCailLpVnKyBtJ8JwU1Py3lROmJraDI63IEyOQOAkupMZhM14jka3tibs9ZeJeOlvYJD3HWll3y0rCsaDDz4I2I9hLioqYs6cORw6dMgmJWdQUBAajYbOnTtz77338uSTTzp8zsoVy4m/XVv1bNknwG/SR0PDRuTPea0OP6lyEKs4Al9DGBzPoSSDE/T+Suq/9Ly1IRGwU0amttq0atUq7r33XosmVdSmxMRExo8f7/AZDnXJzHngP9bD3CX/xhQRafdygWO8Ra+8IlxN7Shp0BNUwGTCb98eQpYtImDDV2iM1urOXATSgLbyvS6msfS/FbPW7Nu3D61Wy4QJE2ximJOSkujfvz8PPPAA06dPt5uSc9iwYXz00Ufo9Xri4+OrjIXWarX0irmKfqyxcsd+Br4u+5XUq0fOh//F2LyFfD+4hxCzawJfQxgcz6EkrQ/8dB31p5SrZzYIuN/+9a7SpoSEBA4fPkx8fDxJSUk10yUzBuBdoFg6vDry75TEDajV78UVqE1nvMXggDA5AoFdtJmniRw+BL+D/7M9EQD0BR4AbpT3nW2bQN9btEycMN5msJ87dy5Go5Gbb77ZJoY5Pj5eKu65Zw9gP2Rg+vTpvPfeewwaNIjBgwezdetWm+d0jdHy7jQjXVpX0anLwHLrYf68Nyjt1Vu2n9lTuFN4XCUaIuGAQCCoKQGbNxD+7DNSYWqAB4FHqr+va4yWpInyatPly5fp378/a9asYfjw4c7rUnn+D2nCEbjeug35896o/odxE8LgeBZhcgQCO9z4cxs4Wa4hArgXqdZNmPzvu1IAicu1pPxhzahmpm0UpF6FBx54gN9//538/HxSUlIswhETEwPYr7kzevRoOnXqRGJiItu2baPvLVoWDIWLeeZia3ZmyYzAMqBsnC568K9cHTtR9p9doBzEfhzvRazieA6lrOL470wh4umhaAxlsdZxwJNICQeqwKxLmw4aKZ/t00zbJpI25ebmWtpqok0vv/wy06dPp1OnTgD0ba9h3D0mbm/lQJfKcwLJ5AAmnY7cFR9gClHG71oYHM8jTE4VuHPwVMrAJ7BiSSRQD7gH2A/ch1Trxs91701crmXPSWvmmk8++YQ5c14iQFtM6nlpsJ8zZw5+flInMjOtdXjatm1L586dGT/edpZt0qRJxMfHExsbS2BgoOX6cXFOzI4B/IkU6wwYmrUgd+kK0NhRQxXhDas4AkFNEAbHcyhF5+sd/B8RQx9FU1wW19UTeBq7Bgcq69KOHTsYP+5ZWoQXcC5XS+o5SZuOHDlCbGwsx48fr5E2DRkyhOnTpwPQvilsn2Wqsh9VUoQUplbmhQqnvUBpl27O3y/weoTJEfgs2j8vYIyIBH/J1FSZJe1B4K84FAE5SD0Hmw4aeeutWTRo0ICioiKmTp2KXq8nIyPDRmAmTpyIv79/pX01GRkZFBQUVBkyANaZM4D5GzQM7uGEmEQBb0DRpkcoHJvkFRs51Ta7Zg8RqiZwFmFwPIdSDI4u9SgNHn8QbUGB1HA78Hccpp8y65Jev4yuXbvy22+/0a1bN5YuS2bEiBFltXGs2pSUlETDhg1rpE0bN260tB09q+H4eVP1tXDMrEHK9gmUdOlGwfQXa/IrcSlq0xlvnYwTJscLSTuRysmMdKJbx9A6JtbT3VEWBgP+P3xP8IerCNi8Ac2469DdwfVu+hdy6KRUBNQ8owVSDLM5W1r5DZv5+fmMGzfOkpnGTGhoKIayEASNRkNoaChDhw6loKCAjRs3WjZxGo1GDp6EL/bDY12d6Fx9yFn7iYw/re/grcIhUA9KMjgXMzO4dOYUDZu1pFGz6BrfLwxO7dBmnqbBYwPRXrksNdwMJFGtvpkzqq1evZqEhARLe48ePTAajTa1cR544AFatGjBoUOHKtVli4yMxGAwoNFoCAoK4uWXX2bIkCGVdAlgwUaYNtCJop97gbJ5O2NoKLkrP4R6yvhKKwyOchAppD2I3ANgdvYVhj7+IHd36UDCEw/T685bGfr4g+TkZMv6HjWiy0gj9NU5NOoUS4NBDxH49f+huX4dtnm6ZxLvbrNWjD59+jQzZsxg9+7dQOUNm59++in169dnzZo1pKSkMH36dPz8/NDpdJb7ly9fTklJCYmJibRo0YLExEQaN25Mr169AKmOzuOLYOACLdnVjMfnB3pHwU9Qn/i4G7Efx7tQisG5mpfDiulP80bCPbw3cyRvDLuHFdOf5mp+bvU3lyEMTu3QXL5Eg8cHossqCyFrBUwFnCjvFtNYmnw7ePAger2e7du3M3LkSH7++WfAVpsSExMt6aFPnjzJggULCA4OJjIyEo1Gg16v5/Dhw7Rt25bp06dbdCk/P5+PPvrIUkdnxTZoO7UabboEvGc9zJ+/CEN0TC1+O/KjNo3xZoMDwuR4FeNGDWfn9q02bTu3b2XsyEQ7d3g/AZs30OCB/jS6vT2hC/6J7kyW9WQ4EINUJdkDpJ6DzYdgy6/WIms9evSga9euvPnmm5SWlgK2tQNSU1PZtm2bZQatT58+jBo1itLSUpsibWPGjOG99yQVCAwMpHnz5rRp04bff//dplbBnpNhJCTbHwaEwak9rhQPEaomUBP6VyZz/MAum7bjB3ahnzfJQz1yLYoxOAUFRD7xMPVSj0kNUcAMINjxfWZtOnkJjEYj//znP/nggw/o378/q1atoqRE0gWzNqWmprJp0ybeeecdiwZNnTqVuXPnkp2dbWnv2LEjBw8e5K233gIgJCSE+++/n7Vr11aqo2NXm4xI+3CuSofXHh3Etad89ztOXfB2gwMiXM1rSDuRyvatWyq1GwwGtm/dQnracZ8MXYvc+BjsLtegBW4D+gGd8ci/ANtsNVb69OlD165dKSoqQq/X06dPHx5++GGbDZsrV660XGsmLS2tUhtYU3QWFxcza9Ys/v73v9utVXD8vBPhAQKBQDUoZRXnYmYGx/btrNRuNBo4tm8nF7Myqg1dU9sqjiIoKSFi+BD8fz4gHUcCzyNN7tnBnjZ98skn/PTTT4SHh7NkyZJK2mQONauoQY0bN66y3ZxsoFmzZsydO5du3bo5r03/B5R5NkPzluQtfFcxyXDUtorjC6h+JUcpA7mnOZmR7vB8Rnqam3qiDKI2+kuJBHoCOuAmpDSZ7wDTgC54zOJbs9VIs1bmWa2lS5dy4cIFmxWZFStWkJ+fbwk7W7BgAWC7ulM+RWd5yicaOHHiBGDfCJ04X7mfYhWn9qhxFUeEqnkPStLFS2dOOT6f5fi82gyOIlZxjEbCx40kYNt30nEwMBNo5Pg2e9q0bds2iouLWbJkSZXaNGLECKCyBl24cKHKdrM2PfLII1y6dAlwUpuOAl9IH006HTkrP8QUEVHNL8M9qM3g+MIqDoiVHK+hVbTjfMDRrZURryon2jNZaP+8wPXb7wTsZEcLB+YjLdMrYLKnfLYa86zVtGnT+Oijj1i8eDFgO9hfunQJo9FISkoKhYWFtGnThsmTJ9tUht63bx8BAQGVUnSOHTvWsqEzOTkZsF+roE0UcAU4DXQWBkcgUCtKMjgADZu2dHy+mf3zwuDUApOJsH/MIOizj6VjP6SJveaOb7OnTcnJyaSnS5OojrRp/vz5NrqUkpLCP//5T3Q6XSVtMifOWbx4MTfccANQjTYB5CPVbCsLLy+YOYvSHj3r8IuSD7VpjK8YHBAmp8aczjjBmdMZNGvZmuatam8c5B4MY9q0pV/cAHZu32rJsAWg0+no3S/Oa0LVNHl5BH71BYGf/Af/H1PQtDLBq9Xc1MQdPXMOc7aairNWa9assRRDKz/Ym1dpMjMzLW16vZ7+/fvbZK/RaDS0atXK0lY+Ww3A1atX0Wg0lWsVJE0g/natVHRtMbAP6Ararhcw3tjYFb8Cr8eXBESgHArOnyLaP5eLWbXLXOYqGjWPpl233hw/sAuj0apNWq2O2C497fZVGJzaEbzkbUKS35EOtMBEoF3199nTpkWLFvHwww8DjrWpR48eJCQk2OhSdHQ02dnZNG3atEptKioq4vnnn69em0zACqSJOKCkVx8Kpz5f49+NKxAGR9kIk+MkuTnZzJkyir07rem4uvfuz7yFq6gfXrvlUrlTPSevWsvYkYk2e3N694sjedXaOj/bo5SW4v/D9wT9V0/gpq/RFBVZz2UAZ4CmnupczYgp8w0VZ60OHz4MUGnWy94qzalTp+jSpQtXrlwhPT0dk8nEsWPHaN++PTqdjqysLJYuXWot3jZ+PAUFBeTl5dmIUN9btIy428iZ7dB0n9RmyGiEyd+J1DsqQG0CVB0i4YCgIiWFuRxYOYuLv++xtLXr1puE2YsJDnOwAcMBdU31XJGE2YvRz5tkszcntktPEmYvrvJ6YXBqR+DHH1F/9gvWhpHAnc7da0+bcnNz0Wq1+Pn52dS/qUqbhg4dyk8//URERARnz54lIyMDgD/++IP27dsDcPbsWZYtW2ajTfn5+ZbQNzNdY7S8/FjZRN23gJTQDeMNDclZ+SHodLX5Ffk0vmZwQJgcp5kzZRT7d6XYtO3flcLs50ayaPXnNXpWbk42Q58dYmNG+sUNIHnVWiLqUGwxIiKSdZ9vID3tOBnpaV5RJ6feoYNEPvEQuot/Vj4ZhbTnRhn64hRtm0D87VqSJlaeterTXsOOI4ZK9W/CwsIqCUB8fDylpaWkp6dbkhTs2LGDZ599loKCArubOHv06MGgQYOYO3c2fqYiUv4wsvsP+LVcH/Pn/VMU/awlahURsR9HvRxYOYtLR/bZtJkzl41564MaPetqXg76VybbmJG6GiaA4LBwxrz1ARezMriUJZ95UgJKMTj+P3xP+PjR1oZBSAl2nMSRNnVvY2TP8RJKS0ttdCgmJoaMjIwqtSkvL8+SpMAZbUpJSWH//v3Mnj2ba9eusT/NSNeXYFJbDQvTTJZo85zkVRhvUsasprdNonkjwuRUoKoZpNMZJ2xWcMwYDQb27txG5sm0GoWuzZkyigMVDJM51fO6zzfUvNMVaB0Tq3pzY6ZhencpFtdMKHAXcDdS+mcF7LOpKfqxRhKSK5iW27Xox5pISNay56SJGTNmcP36derVq8fSpUsxGo3Mnz+fmTNnkpKSQlRUFO3ataskGIcOHWLBggV2N3Hu2bOHNWvW0LhxYxITE1mwYAEj//yTiDffBODXiEgaDVV/Ok4hPgJfoOD8KZsVHDM1yVxWHkepnmtqmKqiUbNor8qkphSDU+/wQSISB0u13wDuAR6p+XP0Y408uqgqbYKEZA0/pQUz6IkhtG3bFq1Wy5w5cyyhZx9++CF33XUXJpOpSm3atm0bq1evtqtNqampTJ061aJNKSkpnD96lG5jn0VTtqBTOHEKJQMeqPkP5gLUpjFqnYCrip9P5Tl9reqzq7mDM6czHJ7POuU4s1l5zIap/L4ZsE317OuYM6NFbfSHACRD0xWYgrTx8GmgDao0OAAmB3V59GON9GiVz5tvvsnbb7/Nm2++admro9VK/1wzMzMtaaObNWvG5s2bOX5c+rt58MEHgeozrZmF5Y6GDYlYuhQAo0bDsJxs0tNPyPBT+h6uFhERqiaoSOHFLIfnq8tcVh5zqufy+2bA1jC5GjUZHKWgO3WSyMF/RVtQIDV0AUZQY328UgAJyVpS/rDu5ezbXoN+rJHIEEmbArXXWLVqFTNnzrQU9LT0Q6cjNjbWok0Gg8GiSwDt2kkbgxxpE1hNT2FBAYO//ZZWRkkw8zveRv7sV2r2Q7kIYXA8R011UJgcJ2jawvHMU7OWjjOblac6w+RTqZ6LighY/6XlW79AR4djAAAgAElEQVTF2FTkaWAyUmyxF6w9VkzTWb7wWWQILBwmicz06dNJTU1l9+7dxMfH8/rrr9O5c2eSkpLYt28fWq2Wfv36ER8fT9u2bRk4cCBHjx5Fq9Uyfvx49Ho9mZmZ6PV6Jk2aROfOnQFo06aNRVi6fPwxXJWqqhU+/TS/ov6/QbUJkEBQW/p16+DwvKPMZRWpa6rnuqI2g6OEVRxN9hUpnPtCWZ7lWGA8tfpmV5Uu/Xq+vqUg58U8uJBjYMGCBWzatInU1FSOHDlC586dCQgIYOLEiSxfvpx58+YBMGLECIsuZWdno9Fo0Gq1TJw40UabkpKS0Gq1FnNj0aZdu+ALKV/0FeD7sUng51eXX5csqE1ffNnggFd8ZXQ9LaLb0L13f/bvSsFYbgVGq9PRtWffGoWqVWeYvDHVc0U02VcIXplM8Mpkaa/NHKCtoxvc1TPXU1WazoqFz8xZbiZOnEjz5lLeT71ez6BBg9i2bRtarZZ58+YRFhZms4Fz4sSJbN26lbi4OH755RebkIPOnTuTkZFB//792bt3LxMmTODeW28l7McfpQsaNWJT9+7w/vuq/hv0lACpeRVH7MdRJ1Kq6Aa1ylxWFXVJ9VxXhMGpBUVFRD41iHqpZZUxmwBTgVrkjKmJLg0ePNiiSyBlBr3tttsoLS1l/PjxhIWF2ewTTUpKon///pw+fZobbrihUvKbgIAAbrnlFgIDAy2m57m77qLR/PmWa0YAL3TvUfMfzMfxdYMDYiXHaeYtXEXXnn1t2rr27Mu8hatq9JwW0W3oFzcAXYXMIDqdjn5xA7xmL01VaC/+Sejs52nUIYaw11+2JhP41rP9cif20nSWL3xWPsuNmcjISP72t78B8Nhjj2E0Gm2Khg4bNox33nmH4uJiXn/9dY4cOWLJZgNw6NAh8vPz2bZtG4mJiWg0GvafOcPnr79O4WOPsfuvf+XvM2fS8+4+Xv03KBB4A+Vr4STMXkxsF9t6IY4yl9nDnOpZq7XVJq1WR7tuvV2WKEAYnFpQVuzTf3fZJFV9YAYQVrvH1VaXQMoMajKZMBqNVerS4sWLOXToEB07dmTv3r3ExcXZ3B8RdJ3ffvuNFi1akJiYSGBhIS8fPQpl+4sW+/tzRSG6pLZVHIFYyXGa+uERLFr9OZkn08g6lV6nOjlem+rZDprcXEKW/Ivg5CVoC62DhEkDmm7A/Z7rm7uxl6azfOGz2Kiqs9xMmDABrVbLQw89xGeffWZXkP744w+OHj3KhfNn6dtew8wHTWUF1YycOA/zN2g4fNZIq+jWDJo40XJ/oxsbs0r/qUt/flfiras4AoEj5MxcVtNUz3VFSQbHmRp4ijA4QOi8WQR9UTZWBwDTgRtr/7y66tJtt91mKYNgT5e6du1KvXr1pDTTP+4gtmEh/xlvIjbKwPHz8NQyDakXgvhUqyMsOxuAncD88Ai2KUCX1GZwvEmX6hLJIExODWneKqZORUDBO1M9OyLspZkEr1ltOS4CVgELTNDuGqy7CdSfsNg5HKXptBQ+o+oMbBqNBpPJxB9//AHYF6QRI0YA1oxtkeV0OTYKesSaSEguYNPBQ5b2m2/pwMJlK+uUwtyTqE2AaoIIVROUp/wqTnmcyVxWHd6c6tkeztbAU4rBCXp/JaGLFkgHGmAC4Py24Cqpiy5ptVr69OljMTn2dGnBggUsWCD1u6I2xUbBludNbJx9jV7npT26fwKvdOjE3KnPc+XyJY9qk9r0RRgcKxqTyVGuJ8/y888/c+edd9J31loiWt5c5TX2Bvza4o6ZJaUMlu4gaqO/NFpNh1ID/NsErwPnys7rtHBPB/hmpgc76WayC6UsNpsOWrPYSIO+0caQABw/Dwcz4N1ttllvIiIi0Gq1LF682CJIEydM4Lam+cwcaLTMvDlifzqM+bILh34+YGmLG/AAS1d8oDqzo/ZVHEfFFz1lcor/PMG5/0zmf//7H3fccYfL+qBGnNEmVyC33nkSpaziTH7mcbv7bcvXwFOCbvt//y2RQx5BY+7r08C98jy7prp04jw0rA8P/UvHhRypP1qtlrCwMJYuXWqz0hOoKWDnSwZOnMe+Nv0CvAmYpEyfk27twNLfrBXcPKlNajI5chscuQsD1wR72pdz6igpryY6pU1iJUfgMiyZ0m6Ec0Og50dwssI1BiN8+4s0aFb3pdxbiAyBjdOMFqGQBn1jldfGRsFkvZZfz4Wh11uTDIwbN65SgdB7O2r5eGJlQbLHCzsf4PTJvZU2iU4Y8zT6T76S40d1C2oSoIq4qviiwPsQBkd+nK2BpwSDU+/Xw0Q8PdRqcAYim8GBmutSbBQMXKClVBNq0abNmzeTlJRko0s3hmvZPcdI9I0ONP4iUnmIsin392Ni+c/ZM4rQJjXpi5wGx9PaJNfknjA5AtmpKg30oZsqG5zynPAhk2Mm1onVluqy3ky+H25tBn3b2xcke8/dumWz3erT6WnHVRFC6UkBkkNQqiu+KGrjCEAYHFfhTA283l07uak39tGeO0vkk49aa+F0BZ50zbuc0SWoWpvGjBlDcHAwiYmJDL8bEu6GeztWo0slwDtA2Y92pXdfRu9MYa0CtElNBkduXF0Y2BFy6p7IriaQlSrr3GDd2GiPNj5mcMqTeg42H5JWsypSXdabAR1h1F+cNIjligTvb7ne4XPVXitHDXi6+KLYj6MOhMFxHdWVdOh++61u6ol9NIWFRD75KLozZYVfY4BxuOXbW1206cm74N6OTrxkDVBWT/16q9ZsfebvmBw8113apDaDI+cqjqe1SU5Ub3LETKfnCfj6/whOXmLX4IC0sfG+TtIenPLotFK7r63igFRheuACLe2mQfxb0HaqdJxdbmy1l7azfNYbp8gDpgHvwp93nqJVdGuHz1VDrRy1r+J4uviiQODrmGvgaSuUdNAqpaSDwUD4mBH4HT4oHTek1rVwaoLbtOmHsv8AU1AQOWs/5qaOnRw+1x3a5MsGBzyrTXJ/p1e9yRF4lsBP1xEx4knqvzgV9jm+dt0EKclAee7pILX7IlVVmN5zMsxSYRpss96UrxJtzXrj5Mv+AxQCP0Ho6y8T06YtcQMeICkpyfa5kyYRN+ABz4t7NahNhKqiuuKLGaURDs8LvB+xiuN6qqqB10chJR3C5v6DwI3SqjtBSKmi3bBVzy3alAZ8YD3MXbiM6x1vU702uRtXZFLzVGFgVyxaiD05gloTsOErwv/+NzTGspjbX4Fu9q+PDJGyqNlubHRLVxWHMxWmzb+bqtJ2mrPeOMURpIIDgLF+OAWzXgZg6YoPmDDmaZvnmjPYCOwjl6iYiy/aq1Yf2riFLO8RqBNhcNxDVTXwlLAPJ2jN+4QseVs60AJJQDPXv9ct2pQLLAKkep8Ujh5H0ZMJltOe1CY1TaC5KlV0ddrkiixrrorKcpvJKSkp4aWXXkKv15OdnU2nTp149dVXueeee9zVBafYdfaKogdkpeD3v/1EjEq0Gpw4pHSWTuDsxkZvxpkK0+bfUU2y3lSiFLCWKCJ/zqsYb5TiDCIiItF/8pXq6jWpSYSqw1HxxQPnDA7urBtiP44VJWqTMDjux1wDTwmZ1Px3plB/ynhrwwjATb7L5dp0HSnRQNl32pIePcl/7U2bSzylTd6kLXXFnYWBXbntxG0mZ8SIEXzxxRc899xztGnThg8++ID4+Hi2b99Oz5493dUNgQxoLl0kInEwmqIiqaEXksERwY9O40yF6YrUyhx+DZyVPpZ06ca1v42udEnrmFhVmBvwvAjJPXNmr/ii2GvoPpSmTcLgeA4lGBxd+gkihg9Bc71smeN+wI1+2+Xa9BFwVPpoaHITOR/+F/yr3mTkTm3ytLbUFFcX/PSWwsBuMTn79u3j448/5l//+hfPPfccAImJiXTo0IEZM2bw448/uqMbAjkwmQgfPxrd2TPScTtgDMLg1BBnK0zXiTNAWUkBk05H3sJloBX/RykROarVC2qO0CbXIQxOzdHk5EiporPLvsB2Ap5ybx9cqk07gC3SR5O/PzlrPsbY2PNhHcLg2MfV2uTqCT23fOP57LPPqFevHqNHW2eRAwICGDlyJLt37+bMmTPu6IZABgI2byDw203SQX2kOGGxs6tW6Mca6dFKimdu0aIFiYmJ9GiV7/xem+r4CEvM85mEp7ne8TZ5nush1CZEtUWs4rgPpWmTN63iqAklGByuXydiZAL1Uo9Jx02BiYDO0U2uwSXalIZN6PTeZ8ZwrIHn/97VpivuNDiuxh1a55avp4cOHaJt27aEhobatHfr1s1yvmnTpu7oiqCOFN8XD38DPgZGASIBVK2p016barhSABNKYAjQHrjtw1X0yMokedVaIiIiZXmHO1GCEHmLuIj9OFaUpE3eZHDUtIqjCIMDhL30PAFby5Y5QpFS/gd7pi+ya1M2sBBpjyiQDIxbvhSWL6Vf3ADV6pK78RYNAvdN5rllJefcuXM0adKkUnuTJk0wmUycPXvWHd1QDGknUtn63Tekpx33dFdqTNQ3QVJ88GLgTk/3Rl4cFT5zJbFR8EBneZMxPLUMPjkGjwA9gSJg5/atjB2ZWM2dAoHvoBRtUorBuZiZwZE92+tU7E9NBkcpBK15n5Dkd6QDHTAZuNF6XtXaVIr0fSFbOvwRmFTutCd1SQmTZ84iDE7tcMtKzrVr1wgICKjUHhgYaDnvC+TmZDNnyij27txmaVPtLIaHZphcwZUCqS7ApoPWmSpzGsxIZUzy1YjUc/DtL9bjy2X/azAY2L51C+lpx1WTaACUIUTuEhgRquZelKBNSjA4V/Ny0L8y2SaTUrtuvUmYvZjgMOcLs6jN4ChhFcdvzy7qTy1XLO5ppOV3vECbTMD7QNl87mngcSwLOoDndEkJuiJwPW5ZyQkKCqK4uLhSe1FZdq6goCB3dMPjzJkyiv27Umza1DS7HrXRxWWWPYQzhc/URFo10UgZ6Wnu6YgMCCESuBJPa5MSDA6A/pXJHD+wy6bt+IFd6OdNsnNHZYTBqTnazNNSptLSsq/9A4D+1vOq16ZvgLKvPNf9/XkE+NPOpe7UJbXpiljFqT1uWclp0qRJlcv+586dA+Cmm25yeP9vH7+NX7BtzHTTrvfRrPt98nXSxZzOOGGzgmNGrbPr3kDqOUg54nzhM7VgTgFqj+jWMe7piJfgTQJjbz9OwdEUClNtJ2CMxer6IlAbhDZJIWrlV3DMGI0Gju3bycWsjGqzKwmDUwuuXiUy4Ql0F8u+9t8KJEi6lHYBdFqVa9MvSMlvykib+xoHX5xu93J36ZIwOJ6jNgYna++3nNn/rU1b6dUCp+93i8np3Lkz27dvp6CgwGaD5549e9BoNHTu3Nnh/R2GTCGi5c2u7qZLOXPacYxzRnqaMDluoqoQgNWrVxMfH09kpBQ2WFXhM7XQtokUBrlz+1YMBmtBSZ1OR+9+car5O1ObGNWFi5kZXDpzioLSCEIbt3D7+0Nv7kvozX1t2or/PMG5/0x2e1/ciSe1SSmrOJfOnHJ8PuuUV6U3V4TBMZkInzgGv8MHpeMbIXskJCy01SWtVkunTrZVQFWhTWeBJUjhakDB1JmEj5tEv63fqV6X3IkSDI5Zm+paJ6e2KzjNuleeNMo5dZSUV52LgHLLmuegQYO4fv06K1assLSVlJTwwQcf0KNHjzpnr1FDHHvTFo7/OJQ+u+5NoWpVhQAcPHiQhIQEyzWOCp8pknI5LM4PLCF51Vp694uzuaR3vziSV611c8fUjatF5mpeDiumP80bCffw3syRbJ31OLsWTaSkMM+l7xVIuFqb7KEUgwPQsGlLx+ebOT6vplUcRRgcIOSdfxH0+SfSQSAwBRLWVtalsLAwhg8fbnOv4rWpEPgXcFU6LIp/iIJ/vAzgcV1S08SZpw1ORW16Y9g9rJj+NFfzc2v8LE9+R3fLSk63bt144okneOGFF7hw4YKlqvSpU6d4//333dGFGrHr7JU6D9ynM05w5nQGzVq2pnmrGFpEt6F77/7s35WCUW2zGFXErKuV1HOOQwB27NjB6dOn5S3K6Wp2A0uB3nBhnTSYREREsu7zDaSnHScjPY3o1jHK/hurgJrEqC5UtRfi0pF9HFj5D3pOXuKhXvkOntAmTxucijOzjZpH065bb44f2IXRaNUmrVZHbJeeDmdv1WRwlIL/1i2EvjzL2jAWUus51qUFCxYwZMgQ+QtGy8114B2gLAtc6S0dyP33B5Yi1J7UJV/RFLlwtE9vzFsfOP0cTy9CuK2M49q1a3nppZfQ6/VkZ2fTqVMnNm7cSK9evdzVBbdQVQa17r37M2/hKuYtXMXs50banFP87LrJxI23REMIcBvwpKc7VDfMm/L79Olj024OATD/rzmDjeI5C7xX9nknBGzZRNFjgy2nW8fEqsrcgHLEyNUzafb2QpiMRi7+voeCC6dlDV0T9XGqxp3a5EmD4yiDWsLsxejnTbI5F9ulJwmzF9t9ntoMjhJWcXQZaUQ8k4DGWKYtjwFdIO2QdGhPl6ZPn8706dJ+FsVqkwlYC/wmHRoaNiJn3ReYwsIqXepuXVKKpjiLp1dx5NinpxTcZnL8/f2ZP38+8+fPd9crPUJVGdT270ph9nMjWbT6cxat/pzMk2mU5JxVxey6NisT7eVLUh5idWlalZg35e/YscMyYwbWEICVo6Bve/mKcrqUIqT6A1IiKK4NGUbRo094skd1Rm1iVBeq2wtR+GemR/bn+Bq+ok3VzcyOeesDLmZlcCmr+vh7YXBqjqawkIhhT6DNzZEa7gQelT5Wp0ufT4YgP3kLRsvOFuB76aPJ358c/acYWrbyZI8A9WmKpw0OyLdPz9OrOOBGk+ML2MugZjQY2LtzG5kn02jeKobmrWJo1ahTFU9QHvXKFyx1T+Fvl9K2CTSO0DF+/HhMJhN9+/YlJSWFCRMm0DhCx6i/GKp/iBIwIa3gZEmHpTe3J+/tpaDReLJXXoM7hKa6vRAhNzZ3eR8E7sOTqzjOzsya//MmlGBwMJmoP2E0fn+ULXPcBDyLZVd02ybSCs2ECrqUlJREQEAAq1JK2ThNoeYG4DDSKk4ZuYuTKe3R02PdMSMMTu2o6z49UIbBATclHvAVqsuglnUq3U09kQ/dmTPWg4ae64dcpJ6DCzkGoqOjSUxMpEWLFiQmJhIdHc2FHIPbK0rXmk1Ie3EAY2goOWs+xhSiADGvA2oTpLpi3guh1eps2jVaLY1u7SFWcbwIT+/DcWZm1lnUtIqjCIMDBC9dSNCXn0kHgcBzVCqoPfdRI3n5+Ta6dNddd7F48WI2HTQqV5sykfbhmDOpTZlB0VB11P5TEkoxOGBfm7RaHe269a52IkQpBgeEyZGV6jKoNWvZ2k09kQ/NlUvWg/qe64dcmPfkrF+/ntTUVDZt2kRqairr168HpLSciucwsM56mJu8GkNbdadY9zWDYyZh9mJuaN/Vpq1h+250Gf2ah3okkBtPGxyQZ2YW1GVwlIJ/yg+EzXnR2jAWaSWnApfywWg0kpKSYtGljRs3Eh8fDyhUm3KBBVhCposeeoSCWfM82SMLatIUJRkcMwmzFxPbxXY1rrp9eqAsgwNeFK62I/WKrGJSmwxr9jKoaXU6uvbsS/NW1jTRJy8WKmaWyRGawnIDRaDn+iEXFWOfY2OlPVF6vR5QcFrO8gQgJYIogILpL1L80COe7pFX4U7BCQ4Lp+fkJRRcOE3hn5mE3NjcJSs4IumAZ1CCwQHqlEHNjNoMjhL0VZuVSfjIcokGHgG6VH2tWZsyMzOr3JejOG0qQUoVXTYPWtr5DnLKZVLzJGoyOEolOCy8Rvv0QHkGB7zI5CiFqjKode3Zl3kLV3mwV7VHc/269UBn/zq1YI59/n/27jy+qSr///grCQW6UpSyyE4piyCCYmX4yjJUccRRZxGXAdQRiiOy6Yg6yqCIiAojIDAoiKJWHVeUEVQUhuU3DCBKXRBoaQsUZCnQUrrQlia/P9KkTWnTpM3dP8/Hg4femzY5bZP7ue97zj1n8qQH+OWXX2jVqhUnTpxgzrPP6Hdazup6ALOgMPMhCv42Q+vWNJgUJIhq1UGGp5mMXgKOR31mUPOQgFMPJSXE3nMnjpM57u0+wB9r/3JPbXpgwl9ITU3lpptu0u9yBk5gKZDh3ixv247cdz+GiAh/36UKo9UTPfbiVGX0+/Qk5IRYTLNY7wxqhw9metfJMSpXWFjlhkHuya/LorucDJxZwCOPPOLd1yrWweK7dFRE6nDsz6VaNyEk9FaQ9F5whKiv+lyZNSJdBBwg5vGHabxzh3sjDngAvzcInC6AsvNwJr+AefPmMW/ePOx2O0m9XKTc71KjyYF7H6j40ZxRUeT+axXONjWMwVOZ3upJXcxUb/TYiwNyT45i2neK51dDrjN0wAEoGzjIPc3laGocR2w0aUfhjsV2ymxRPitLl9mimPimMT4Ox240R8AR+i0MomH01otTVVy7zvQcMDTggGOkXhy9BJym771NxIpX3BthwFQgqvavTzsKv3nBzreHo33qUrOYaMIa2Wiujx/LbQPwb/f/uux28l57m/OXXa5pk0ACjpb0XMekJ0f4VTpoCMcGldJ6TWOtm9IgpwtgzMt21u5yArWvLJ1+DBL0Nva5CjMFHL0VJTMVHaEdPQecYBkp4OhFo90/0mzqhMod9wCdav7aQOvSzkzor4d5i74HXq/czH9hAaXDb9CsOUZlplqj54AD0pPjl9JvRL2d5JnZmJftbDsQ7V01ury8nPT0yjWAPCtL63IGmwoScER9yKQD6pGAox099OLY8vOJvfsObMXF7h1DK/7VItC6dP/rOlj/7ADuqaIrRnUXPjCV4nF/0bBBlYxUTyTgqMtUIccIv3ChvrSjsHaXk2fnPO+dqebuu++mW7du3HjjjeTm5nr3f3cAfaxH4AI+xHtjpwQcZWlReOR4ZS4ScLSjh4CDy0XM5PtotL8ipHQE7q79y6vWpR073De41FaXdma6ePU/GtamU8BcfKaKPjvrOY0a40uP9UToh6lCjhA18ayNs3LlStLS0nzGPG/bto1hw4YxadIk7HY70z+Abn+FG+fZydXq2OkC/gWsAp6FUxdv1KghQgirkYBTPxHL/kn4Jx9VbABTAD+jvD116f333+fHH3+ssS5NmTKFuLg4AJJf1ag2FQIvAHnuzdKrriZv2RsyVXQ9SC+O+rR/lwqhsIujwWazsW3bNhYvXsyoUaNo3749o0aNYuHChaSmplJYWMjSpUsri8yBaEYv1eDj4QLeAT6r2D4HjdLT1G+HQoxWlIQIhJl6cYxELwEn7NtviJ5eOVsn9wGt/H+PZ12cDRs28NJLL9VYl2w2G6Wlpb4BSM3aVAYsAA67N8936eqeKjo8XJ3X98NotUQCjjYk5GjMaB9UI5q5yk5ExUF58ODBPo95xjxPnTqV8ePHU1xczEUXXcTfHp/O2l1OdYcHOIE3gLWVu87MX0LxmHtUbIRy9PpeN1PxEeozU8AxWi+OHtjycom950/YysrcO0ZQ64KfVXVrA7GR7lOw2urSqVOnWLJkCVdddRU//fQTiYmJLHxpsTq1yQksA36u2Ly4BbkfrsbVIk7hF66bXmtJbcxUY4wUcEBCTp3M9OZsCCPcE5J2FD5PrRy3nHYUlm9wj3tu38G90OLmzZt9vscz5nnw4MHceOONdO/enREjRjBt2jTsdju7DqjU+PPAK8BX7k2XzcaZl16m+M/JKjVAWUYrSkozWqEQNbuiY4zWTQgZowUcXfTiuFw0eyAZR/ZB93YCcLvvl1SvS559yzdAXqH7Lv7a6hLAa6+95q1L3bp14/XX3dObKT5Jzr+Are7/dYWHk/uvVZR36arwi5qPmc4hjVi3TDeF9Oa000FfWcvJzuLkEfMujhYKtrxc+C/wEzAOcGjcoCp8p+F0axXr4Hhe5eqlWVlZXHbZZUyePBmXy8WQIUPYtGkTEydOxG638/e//907HGDw4MFs3ryZBx54gH+uP8ttAxReJPQ8MB9IdW+6HA7O/PNVzt0+StnXVYmeA46ZClBNZGY1Y1OrNknAqZ+IpYtouma1eyMKmIT3rKqmunTdZXbAxVc/Vi7u2ahRIyZNmlRjXQLYtWuXT13y3D/atbWCdekLYI37f112O3krUii76mrlXi8Ieq4n1Zmpvhgx4IAJQ04wivLzSJk1lX07tnj3dU8cxOgZC4mIbqZaOw7kFOrmoF2bmKkT4JOKjV8BfbRsjS/PNJwpKUt8Akrfvp1ZvXq1tzC0bt2a9u3bM2bMGO/32u12rrjiCnbu3ElKSoo2a+c4cK+IDbiaNCFvRQolv71FwRcUQuiZmrVJAk79NNr1LdFP/q1yx1+Aiys3a6pLEx94gOJz50hJWeFTqxo3bnxBXXI63SFm0aJFNdYlxWwDUio38+e9RMmIm5R7vSAYKeAIfbD0cLWUWVNJ37nVZ1/6zq2kPD1Foxbp17k/3Fa5sbn2r1NT1eFoLy1a4nPj5uLFi0lNTeXcuXOMGjWKl156ia+++ooFCxaQlpbGG2+8AYDL5aJfv35A7eOi/7TEpuxsNjbgLigadTe5H35mqoCj56JkpqtswlykNtVMLwHHlp9P7J9HVd6HcyPQr/LxL3+ouS4tWryYkpISEhMTfWrV8ePHWbduHWvXrmXTpk3egAO116U/LCD0dWk3sBT3BDhAwcN/o/je8SF+kfrRcy2piZnqi1F7ccDCIScnO4t9O7bgdJb77Hc6y9m3Yws5h7O8+8z0Zq2vkutH4Ly4hXtjB97pJNVSdVzz6QL3NJrdH4bxK9yP11YI9u/ff8F2QkICx4+7h/GEh4d7A09t46K/z27Eb+ddOK46lI7dVEr+kuWUDhqizAtowGhFSS1GLhhCecHUpoYyWi+OLrhcxDw4gUYHMgEo7gBfdPetTb953v2lddWlqqoxc8IAACAASURBVPvOnz/PDTfcwPbt232+p7a69FM29HzEwTeZIapNB3EPmz7v3iwafQ8FTzzVwCcNDaPVEjOdMxq9XplyuFog9+WcPHLQ/+OHD6p6f47uh6w1aULRmHuIWjAPyoF1wG11fVPD1Xa/TZktipSUJbRr146hQ4eyefNmb5c+VBaCrl27+myXl5fTr18/UlPdN8AUFRV5xz4/8MADPuOip0yZQu/evUlPT2drGoyY637uEf3spNzvpHmI/lxGmNQhWHovSmYqQsJc1KpNRgs4eqmP4W+tJPyj9wEocEDvQ3DwRfdjnto0d+50pk2bVmddqrqvem0C97C1++6774L7dYYNG8Ztt93GlClTSPx7ZRiud206gXstnGL35rnrR5C/4J9gswX5RKGn91pSnZlqi9EDDli4J6dF247+H2/n/3ErKkqegCsszL3xFe5FwhRWOa7ZvU7A3LlzOZ5X7h0GMGTIEEaMGMGkSZNISUkhOzublJQUJk6cSN++fWnatKl32263c8stt5CVleWz7kB0dDR2u52CggLGjBlDhw4dGDNmDJdddhlt2rQhIiJCsXUKJOAIIapSozZJwKkfR9peoh970Ls9sWkEs2uoTQ8//DAjRoxg8uTJF9SlJk2asH37dp99/mpTcXExd999t7cudezYkeeff57Vq1eHpjadAZ7Dd7HP19+BRtpfAzdaLZGAoz/av4s1Ete+M90TB5G+c6vPsAC73UFC/4EXXCnb+stpwxWGUHO2bUfxnWOIePM1KAL+Ddyh3OulHXWPa05JWeK9GtarVy/AdxhASkoKt956q8/NmI0aNSI1NZUOFVNHx8fHc+bMGQCWLFlS442c0dHROJ1OCgvdB1bPFbZ58+bV+PU7M6F/lwB/mMPAaiAZCDNnuIHgitKhrP0cOZRFu45daN8pXsFWWZPMrGZMwdamYBmtjukl4FBSQuy9o7EXFQHuGf+ve2VZrbUpJSWF0aNHXzChQKNGjS7YN3HiRF566SW/ten8+fMUFxfzww8/cNVVVwEhqE1FuHtwKg4V57v3IPe9TyAiop6/JHOoT22SgKNPlu3JARg9YyEJ/Qf67EvoP5DRMxZq0h4jXLUoePhvuBo3dm+k4h66ppCMigNv1UATH+8+4FQdp9y8eXP+/Oc/AzB27FhiYmJwOBxcfLF7qhubzUZGRga2iq732sZJjxw5ksLCQiZPnsywYcO8jz/88MPceOON5Obm+nz9/a8H0JXvAjYCM3BPwZ0iAedMXi5T7/0jtw+/iofG3cZt1/Vn6r1/JP+MOjd6makYCXPSW20SEP3k44T99AMAZy+GB/Ffm5o3b86aNWuYO9c9zjkqKopevXp565CtylCwV199FfBfm4qLi0Nbm0qBF4ED7s3ytu04/dEaXBdd7Oeb1KPF+ZDWtUmEnmlDTiBJNCK6GePnruSxt79m3PMreOztrxk/d6Wq00cbjbNDRwoffMR9P84sFF0vJ76V+79VA023bt3o27cvDzzwgM8wgClTpjBixAheffVVlixZQklJCadOnaJ9+/aEh4czb948Pv300wueDyp7bF577TUAFi9ezLfffus7DGDbNkaPHu3z9TszXf5v9iwEFgHLgRL3rrKjl2ErKGjQ70WPgilITz40jm+2bvLZ983WTcx4cGyom6U7ZrpCJpSjVG2SXpz6afz1l0S+vMi9EQan7nHfvhJIbZozZw4jRoxg6dKl/PjjjzzzzDPY7XaioqKYNm0an376qXfEgWq1qRxYAuxxbzovupjTH6/B2a59Q35NIaPVBd/61iYzXTgzW42y7HC1quLadQ5oCIAMWXMr+NsMCphB6zWNFX2dbm3cN1JOnuQ7IcCBrEya2gp9uvxHjBhBSop7cn/P1SybzUZ2djbgvuLVqlUr7Hb7BRMMTJo0iSZNmrBixQrvRAa1DRuYN28ec+bMYdiwYWzYsIH9ta2h8wOwDMit3FV091jy5/zDdEMBgh2itn3Lhgv2O8vL2b5lA9kHMhQdumamYiTML9DaFAij1S69BBx7zgmaTRhXueNO6HRF7bXJXl5QY20qqLi45fnv2bNnmTt3LnPnzlW3NjmBFcDOis3ISHLf/5Ty7j0V+O0FT6uAU9/aZKaaYraAAybuyTEqIwxZ81Bj2FXK/U4GdDrrMyHAwC4F7HmhnC8fdX/NvHnzWLNmDc2bNwcqr2ZFRkZ6r3j17duXc+fOsXTpUq688kqf58vPz+eJJ55g1KhRFFWMt65t2MC0adMYMGAAt93mnlqua/UiUoq7gDyPN+A4Y5uTu/Id8hcutXTAAThyyP/0t4cPZjakOUKIGkjAqSeXi5iJ43GcqBg73RcY7v7f2mrTl4+6ZwKdNm0aaWlp3trkqUtLly4lOjpa/doE7uHT7wAVnRWusDDyUj6grH9iqH5jDaLl+U99apMEHP2Tnhyha80jYc3DTtKPwf5j7gN3Qmt3ERneB667zM6sWbNo1aqVzxSbdrudl19+mVGjRpGWlkZqaiopKSmMGjWK8ePHk56ezrJly5g3bx4ul4sZM2awbds2nnrqKYBap/58++23cTqdTJk8kRH97N62eDUCsis3S4YmcWbJcpxt2yn5a9JEfQpS2w7+r0q36xjoTA7BM1NBEsKsdBNwgPDXl9P0y7XujRhgPO7Fm/Ffm0b0s7Pi1WX06dOHpk2b+tSlEydOeGuRqrUJ4BPgc/f/uux28l59k9JfXxv6X1w9aH2BN9jaZKZ6YtaAAybvyVHiD6fGG1vrD3sw1LqJPqE13NC3pu53F+fOFftc/erUqRNOp9N7xSsjIwPwvQKWkJDA5MmT3c/gcjFv3jxvIalpSupJkyZht9sZNWoUY8aMYUCns6TcX0MRsQPjwNn8Is7Me4ncVWsl4FTRoXNXrh40DLvD92Yuu8PB1YOGySxrQoSY0Xpx9MKxP42YJ6ZV7kgGarglqqbalHK/kzCX75IEnTt3ZvHixUBlLfIElIbUpsmTJwdWm9YBH1Zu5i/4JyW3/LFev5tQ08M5TzC1SQKOcZg65Ah1+AQdJ+4ucRWkHYWvfnQxZcpUoHJ4wPvvuxdq27x5M6dPn+a5557zblflKTAAl156KQsXLmTt2rVcffXVFBUV+RSoHj164HQ6SWht45tZ7it4NS24duzGUo7dV0rOTxkUj/uLLhZTC7WGFqSn56/gqoFDfPZdNXAIT89f0aDn9UcPRcnsxUToj9ECjm56ccrKaDb+HmzFFatjXgtcEfi35+TD8bxyxo1z38szb948du3aRVJSEgBr167lxhtvZPz48UDDalO/fv3qrk2bgTcqN/NnPUfxXfcG/gNZhBa1SShLhqvp1IGcQv0c8ANw7MZSWn/S2D1jS1vgVrzd+krxTDF9/vx5ACZNmkT79u7ZYTwLsXXo0IEDBw4QExNzwU2dU6ZMoW/fvqSmptK1a1d69+4NwJNPPsmwYcMYMmQIc+fO5corr2TcuHFs27aNE0WRPPlxEWsevvBKWdWw54o0zt8uGKG44hbTLJYFr31E9oEMDh/MlHVyFCBr5AgJOPUX+Y/naPxdxZ35bYA7g/t+T22KiYkB8N4n061bN0aMGMGUKVOIiIjg5Zdf5vHHHw+qNvXt25eMjAy6d+/OO++8w/bt29mwYUPttWkH7klwKhQ8/BhFkx4K8jeiHD304ngEUpv0cMEsVKxw4U16curBTG/ykHE6KXn7N/AN7nG/Kbh7dWqQdhQ+T8X/FJcB8Ewx3ahiZeaqV8NSUlJo2bIlqampdOrUCbvdTufOnX2ugDmdTg4cOMCIESNISEjwuXq2YcMGnnzySRITE7nzzjvdU1TfcAMf3Xc/U3c5yahyj+KxG0tNu/ZNVaEuRu07xfOrIdcpHnDk8yqsRgJO/WTsT2PXy4uImvuse4cduB9oGtzz+KtNTz31FCUlJSxatIjVq1fjdDqDqk2pqanEx8fz2muvsX37du/yCYuXLGXtLqdvXU0FFuMdXVGYPIGCJ2YG98MoSE8Bp6raapOZaokVAg5YoCdnc9ppBncz1gHfw1C9OXY7Jdf9hiZffeHe/gI4BfwFb4E4XQBjXrazdldl+hnRz07K/TUP/aqLZ4rpV5e/Qmxs7AVXww4dOgTgc2Nneno6+/fvZ/fu3UybNo2ePXvy3HPPecc2e3pwZs2axfnz59mwYQMbNmzg8cREnsrNJaxiYbfUD+DYJvMHGw+9FiMhhGio3NzTTLrvz/x33ed8R+UghOIREF6PazD+apNnOHW7du1Yu3ZtwLVpwIAB9O/fn1deeYXU1FT69OkDuEctPPXUU+zZ4170xjt19M/AArwLdhf96S7OPv+iboZQG62mSMAxJtOHHKGeovETcIVHEDP1fmzl5e5enaPAJKCdO+BsOxBNSsoSBg8ezObNm5k86QFGLz1b4/CvQKTc72T00rOs3eXE4XD4rE9gt1d2VHpu7ExISCAhIYHevXszbdo09uzZ4y0WdrvdG2rsdjt24Cbg2ehoLt2xw+d1C76HMSNvZtHyN4iNbV6vthuB0QpRdWYqTEIEQnpxgjfpvj+za+d2vrvhBnp+7p5+LNXhYMZhJ6vreZOpv9oEsGbNGiDw2rRt2za2bdvmrWtdunRh2bJlvPjiiyQmVk4B/fwaO//ncBIzHyhz7yv+3R/JX/QK2PUxeMdodcVMdcRKAQdkuFq9qfWmN9rBoHjMPeT+axXO6Gj3jsPAdDjxHny+y8lLi9wLmbVv355Ro0ax8KXFF3axB8EzjWfaP+DfD5Xz+niY+Ud4LRmcTic9evQAar+xs1u3bkRFRTF37lz+85//0KVLF6Kiolj/4IOc69yZT4BLz571ft+ZSy7h5JIlHHzzTb77dgcTx99Tv4YbgNHee3pmtcIitCEBJ3gZ+9NYv+5z3p0wgZ5fVIxEaNKE7Nmz+XeqK6S1aVLFGjt9+/Zl2TL3jTKB1KbExESioqKYN28eBw4cICUlhVOnTnHrrbeybds275o7KSkp2LMjsM8FStzPd+76EZxZ9gZUmzVMK0arKxJwjM0SPTlGHrJmRKXX/YZTG7YSe/cdhP28G8rAscs9LLi2hcxqXZ05QAmtL/z+N/5rZ9fhX2ocyuZZsyAtLQ273c60aZVThaakpDC0RQv4xz+8+34A8idO5JoFC8DhYBTgstkYM2YMmRnpdIlPqH/jdchohagmZipOQtRFAk79HMjKJAL49Vtvgaui1+aZZ+h7++3w2GMhrU33DIGMHDtbMzPp3LkLP/zwQ8C1yTOsDWDUqFH88ssvPPLII777L7uMW13QpGKIWsmQYeS98S9o3Lj+P0AIGa2umKmGWDHggPTkNIj05tSuPKE7p9ZvpXD8A7iaNiW/Ynaa2q5a1bg6cwNNSHJSUFBAXl4eZ8/6rkx99uxZnE73ELk+ffoQFRnpLUSDBw+G4cOhZ08YNoz1Dz3E5UDHRx7xuRrmCWhZmRmhb7yGjPh+E8LKjBZw9KRT5y48C4QdPOje8atfwYMPKlabUu53ktCigNTUVJxOZ521qWmTJsCFFwhbtWrlu//nn+Haa2lSUADAiZ6XkvfOR9A0yFkTFCJ1RWhBQo5QTng4Z1+YT853ewh/vJQR/exMnvSAz0Jmlaszh/7l+3Z0D1mbN28en332GevWraN3r15cFR7OxgkTvN37hw4dolXr1t5hCZs3b3bfnLl9O6xfz3etW1fur8JTBDt3Mcf0xwdyCk1TiMx0BU4Is9FLLw5Aj5wcJlX8//mwMI7OmUPKu+8qVpuaR+JdrHPatGns3buXtLQ0evfuTVRUFG+++aZPbWpZEWaq15/jx49X7t+3D5KSICcHgG1A1suvm3YpAzWYqYZYtRcHLDJcDYw/ZC2QmdYy9qdxICuTzl3idTV8ynlJWwD+seooE8ff43MDpmd2NdbgXo/gUoKerrM23drAjX1tvP/0Uyy47Q46Z2fz+e7dtAN49VV4/nlGjRqFy+Xytik2tjmTJ0+uHD7w6ac899xzxLVs5bu/Yi2DpOE36Op3XV9mCTdCWI0RenEOZe3nyKEs2nXswqCr+mjdnErFxTSbmOy92vtoWRkvDh0KVKlNCvDMvrbi1WX06dOH9u3b89NPP10wJM1Tm2w22wXD2p6bM5tWsQ7mT/gLv3eEEZGbC7gnTJgz+Ne8cnk/RdpeH0arLxJwzMMyIUcpW385rXmRyc09zYRxd7Fx/TrvvqFJw1m64i1dzfwVG9uclPc/JTMjnazMDDp3iWfg3l5wBngX9007DqAT0BnoCFwCxAHNCO7dmgMsg9VZLuzFBe5QU9W5c/D113Dzzd5hZ9OmTWPZ8uU4GjX2CWJJw29g9twFPDFt6gX7Fy9bGeRvQV+MVnwCYaYCVR+yEKh1aF176nImL5cnHxrH9i0bvPv0VJuinnuaRhn73Rtd4S/3wbUn3EPUElorE3A8PLOvVa0ptd2zOnHiRJYtW3bBBcKXRzhp+kIBERWzqKUCMwcP5fnX31a07cEwWo0xU/2wesABCTmGUltvzoRxd7Fl43qffVs2ruf+sWN496PP1GpewLrEJ3h7P47FlxK+8lWauSa4HywHMir+VRcBhON+1/YCxvp5kUjg5wvHYxYBeX36cMm990L//kDlsLPk5GT69OnDmDFj+NeqtZw/f96nV6x6QDN6D47Rio9RSaERStB7wAF48qFxfLN1k88+vdSmRqm7iFy8oGIDGA8Jl7j/qcEz+1r6MVjzHTz4tnvomacnBypr06RJk0hMTGTMmDEsHwdDekKC3QnP4J0mOq99R0pff5ul/RNreDVtGK3GSMAxH0uFHKWGrGnZm5OxP82nB8ejvLycjevXGWLmr+Lb/oQzriVNNnxF4/+3iUb79uKy27E5q11JK6r4B1DHOOljI0uJezoBzpdRdnk/yq66mr9/sYbXvt9Fo+xsXrr4YoaUl7MpJYVJkyZ5V5ZuWnGT5vnz50m67jcXPG/VgGZURis8wTBTkRLCyA5l7ffpwfHQRW0qK6PZpPHu9dwAfge01aYpCa3hq5/tNGkSxqRJk3yGpNVUm9o2hwQ77oBzyv0cZT0vpXT1OjrEtdTmh6iB0eqMmWqHBJxKlgo5ZlC9N+dAVqbfr8/KzND/SXlEBCU33kzJjTcDYMvLJezHH2i0ZzeOjP04sg9iP3Ece+5pbAUF2EpLKe04hLwb3/P7tCe3foerYr2ejP1pLJw1g1deeYVPP/30gkVDZ86cCZhvMoHqjFZ4hBAXMkIvzpFDWX4f17I2Rf5zIWE/fu/eaI971WeNpB2FtbucvPLKSwHVph5h+AacHj3J/fRLnBJw6s1MAUf4kpATImr25lQNOp06d/H7tUY8WXfFNqd00BBKBw1p2PN4FiSlMgzecMMNjB8/nvT0dPbv309kZCRDhgzh559/Zu/evaaaTKAqoxWd+pBCJazACAEHoG2Hzn4f16o2OQ5kEvXcLPeGDUhG0zOhjIpb6OqsTZMncu+lNjq/4vIGnPPde5C7eh3Olq20+wGqsUKt0TMr9OKkZwb+M1puCmmzvQHiu3ZjaNJwHNVWM3Y4HAxNGm66k/X68oRBzzScCQkJ3HDDDRw6dAiAu+++mzFjxtCv/9WGn0ygOisUHQk4wgqMEnAAOnTuytWDhumrNrlcxPx1MrbiYvf29YDG1wHjK/JJXbXpD63zWf6Ly6cH5/S/v5KA00Bmqh1mO7+tyQ8/nwjq61UJORs2bGDs2LF0796dyMhI4uPjSU5O5tixY2q8vClVPZgsXfEWg4Ym+Tw+aGgSS1e8pXazdCu+azeSht/A5MmTfdfpmTKFgdcMJuWD1fz3292kvP+pLmb9CQUzrXsjRKgZrS4ZKeB4rHzrXV3VpqarPqCJ5x7Wi4BbNWmGD8900jWtITfkUjtrp0HWI7D8qAt7nvt7ynpeSq4EnAaTgGMswQYcUKmT9tFHHyU3N5eRI0eSkJBAZmYmixYtYs2aNaSmptKypbpjSc02AUFsbHPe/egzU838pYTFy1ZesE6PZxposwQbMGaxaQgzFSqhHr3VJbNxD6mO1E1tsp05Q/TfHq7ccTfu2Tp1oKbppD3r9DQ/DTwL5Lv3l/W6jNOffoGrRZwmbTULM9UNKwSc+lIl5MyfP59rrrnGZ9/111/PkCFDWLx4MU8//bQazTCd6pMQmGHmLyXVtE6P2X5fEnD0RYqPfhmpLhmtF6f6Ugd6qE1Rz87Ecbyil+4KoL+mzfFRdTrp/ceqrNNzAJgDFLi/ruyyyzn9yee4Lm6hYWsvZLS6o/e6EQyr1Jj69OKASiGneiEBGDRoEBdddBF79uxRowmqUbs3p7a1c0Tt9FBwQ81oRSYUzFSohPqMUpeMFnD0qNGP3xOx/J/ujcbAXZo2p1YJrd3/APdacc/hXTahrN+VnF61FpfORh0YrfaYqW5IwKmbZhMPFBYWUlBQQIsW2lyRMNObw2gHGRE6ct+NEKGjdV2qzogBR3cX3VwuYh6ZWrnu2u8AvY/02ot7iFpFwCm9+lec/uQLCTgNZKaAYxUNCTigYciZP38+ZWVl3HHHHVo1QTHyQRJKs3q4kc+YUIKZ65IadBdwgKYfvEvj//3XvdEaGKFpc+r2A/A8cM69WTJoKLkfrcHVrJmWrbqAleuPHpjpQn1tGhpwoB7D1VwuF6WlpQF9bZMmTWrcv3nzZp5++mluv/12hgypey2UtMxTJHYMqpkBUWoCAi3IsDVrkMIiAUdcSIu6pDSj9eLosf7YCgqIfvLxyh13AWGaNadu3wCLgHL3Zsm115P71vsQrpMZEioYsQ6ZqW5IwAlc0D05mzdvJjw8vM5/ERERpKWlXfD9e/fu5Q9/+AN9+vRh+fLlIfkh9EiLD5QRDzwicPL3NVehEqFjtrpktICjV5ELXsBx9Bf3xhXA5Zo2x78twEK8Aefczb8n952PJOCEgJnqhhUCTigF3ZPTo0cPVq5cGdDXtmnTxmc7Ozub4cOH07x5c9asWUNkZGBXfk5vWs723R/57Gt71fW0u/r6gL7fSqRHx3yMWFSUYKZCpZTvdx+v1/cV7N1EYdomn33OEuO877SoSwCfLn6GppExPvv6Jf2WK669OeDnqM6IAUePNcd+6CCRi+a7NxzAKE2b498XQJWlg4rvGM2ZxcugkSpzQwXMiLXITHXDKgGnai9Owd6NFO7zrU3lJUUBP1fQn6BWrVpx113BT01y+vRphg8fzvnz59m4cSOtWgW+iNVFQ5Jp0rIrl/cK/cJXSg5Z02rdHAk65mDEgqIUMxUqPYrqMYSoHr5DtEpO7OfoO1M1alFwtKhLALdMnE67br2Dft3aSMAJneiZT2ArKXFv/Ab3/Th64wI+rvhXoTB5AmeffxHsmt0yXSMj1iMz1Q0rBhyAqB5Dieox1GdfyfH9/PLOlICeT5XLBEVFRdxwww0cPXqUjRs30qVLFzVeVghDMmIxUZJRC5VVipJRSV1qOL0GnLBvvyH8o/fdG9G4Z1TTGyfwJvBV5a6CaY9T8PiTYLNp1aoaGbEmGbVuWFmo7sOpSpWQ86c//YlvvvmGsWPHsnv3bnbv3u19LCoqiltuuUWNZtRKenOEHhixkChNCpVQit7qkhF7cXTJ5SL6749Vbv8BiNCsNTUrA14GtlXuyn92HkUTJmvVIlMxW92wwgUzJQIOqBRyvv/+e2w2G6+99hqvvfaaz2MdO3YMuJh8v/u4IkPWlCZBR9RGgk3tzFaohL6Eqi6FghEDjl5rS5Mv19J46xb3RhtgmKbNuVAxsAD4yb3pcjg4s2Q55+4YrWWramW0GmW2uiEBp2FUCTlZWVlqvIyogRJBJ2N/GgeyMuncJZ4u8QkhfW6rMFrhUJPZipTQJ73UJQk4oZORtpdLH6lyH9ltqHSWE6AzwAvAAfemKzycvNffoeQ3N2rYqNpJndKWBJyG09edbRpS+s2k5YlbqA5UubmnufOPv+Wa/r0ZPfJm/u/KXtz5x9+Sl5cbkue3Aqsv4lkXCThCiGB5atOSxD40P3QQgH3hkHupxg2r6hjwFN6A44xtzulPvpCAE0Jmqh9WCDhqMFzIqe8UqVYXigPWhHF3sWXjep99Wzau5/6xYxr83GYn4ca/rb+cNlWBEiIQ0osTGhPG3cXW/3zNk1X2TT4Hdy7RrEm+0oEngYqL1uXt2nPqy42UXf0rLVtVKyPWKjPVD6sEHKV7ccCAIUdJZu7NgYYduDL2p7Fx/TrKy8t99peXl7Nx/ToyM9Ib2jxTknDjn4QbYVUScELDU5tudzrpXrFvI7DOBV/+AOnHNGwcwE5gNlDg3iy7tDen1m2mvHtPLVtVKyPWKzPVEAk4oSUhR2Vafxjre9J9ICvT7+NZmRn1bZLpeH7HRiwWapFwI6xMAk7oHMjKxA5Mr7JvRpX/369lyPkc9yQDZe7NksG/5vTn/8F5SVsNG1U7I9YsqSPGo1bAAYOGHCWHrFklRQd7MOvU2f8aEp27xDekOaYgwaZuVgk3VjmOCKG1Tp27MBLoVrH9H2BLlce7arEIaDnwBpCCe8FPoPi2P5H74b9xNWumQYPqZsTaZbZaYoW6oWbAAYOGHKPTywczmINafNduDE0ajsPh8NnvcDgYmjTcsrOsSa9NYKwSboSoi/TihFZ8fALPREV7t5+p+K/DDtf3gQS1Q04x8CKwrnJXwcN/48wrr0Pjxio3JjBGrF9mqycScJRh2JBj9N4cvXxAgzlBX7riLQYNTfLZN2hoEktXvKVE03RNgk3dPMFGL+91IbQmASf0Gv/na7oWnAVgO7ChYv+1veHdiSo3JgeYCaS6N12NGnFmyasUTJ8JNpvKjQmMEeuY2WqKFQKOVvQ0g7zQUCDr6cTGNufdjz4jMyOdrMwMy62TY8RioDazFR8hQsWIAccIIhcv8P5/h7thbUv3EDXVe3D24b7/Jt+96WwWS95b71M6AGhJuwAAIABJREFUeKjKDQmc1DTtWSXgaNGLAxJyarU57TSDuylblLb+clpXhc9zwKsr7HSJT5BwI7wk2AhhTnrvxXHs20OTDV+5N1pCm2uhjRbjUzYBrwHn3Zvn47uS+69VlCd09/ddmjJqXTNTvZGAozxDh5zvdx/n8l6ttG5Gg+gt6EBgvTpmZ9QCoAYzFRkh1KC3Y3wgjFADIl59uXJjOOoPwC8H3gG+qNxVMvjX5L3xLq7m+v2bG7W+man2SMBRh6FDjtLU6M3Rq0B7dczEqAd+NZipuAihJgk4yrAVFhL+3tvujSbAYJUbkA8sBnZX7ipMvp+zz86DsDCVG2N+ZqpBEnDUIyFHB/TYm+Nh5rAjoaZ2ZiooatOqgCk5GYuoH70e182gyacfYc+vuAFmAKBmicoC5gOn3JuusDDy5y6k+J5xKjaifoxY96QeGY8eAg6YIOQoPWRNrd4cPQcd8D0wGjnwGPEArxYpJEIIoxzfw99Nqdz4tYovvBFYiXeBz/KWrch78z3KBgxUsRH1Y8T6Z7a6ZIVeHL0EHDBByDETvQcdDyMFHiMe1NVituIhhJ4Y4Vhend6P5x72X47Q+P9tcm+0Brqq8KIluBf43FS5q/Sqq8l74184L2mrQgMaxoi10Gw1ygoBR29MEXLM0ptjRHoKPEY8iKvNbEVDCD0yYsAxkqb//gSby+Xe+BWg9BI0vwALgcOVuwqT7+fs7Lm6XeCzKiPWRrPVKqsEHD314oBJQo6ZGKU3pyY1HUiVCD5GPGBrxWyFQgi9M+rxW+uLVMFosvbflRuJCr6QC9iMuwenxL3LGRFB/sKlnBt5p4IvHDpGrJdmq1sScLRjmpBjpt4cIwed6ox4gDU6sxUIIYSyjBRwbIWFNN66xb0RB7RX6IWKgNeBrZW7ynpeSt7Kdynv3lOhFw0tqb/ak4CjLdOEHLMxU9ARypJQE5yc7CxOHjlIi3YdiWvXOaTPbZWCJmomx2zlhX2zDVtZxV3/l6HMULU9wMvAycpdRWP+TP7z8yEiQoEXDD2jBhwz1bNg6kHBsYMU5hwmsmV7olp1ULBVoafXgAMScoKi9r05EnREbcxUCNRSlJ9Hyqyp7Nuxxbuve+IgRs9YSER0Mw1bJszAqMdqI/XiAITt2Fa50SPET14KfAisxT1UDXDGNCN/wRLO/eG2EL+YciTgGEdp4Rl2Lp9Ozu7K93VcrwH0T55N48gYDVsWGD0HHFB/fWBFqbFOhNpXaq34oRc12/rLae8/EbyUWVNJ37nVZ1/6zq2kPD1FoxYJs5CAo56wH7+v3OgSwidOB54A1uANOKW/uoaT/2+nBBwVmK2uBXquuHP5dE7u2eGz7+SeHexc/oQSzQopvQcckJ4cIXTNbAd+reRkZ/n04Hg4neXs27GFnMNZIR+6JoQIPUdmRsX/AKG4DbcY+ABYhzfcuBo35uz0mRQ9MBUcjhC8iDok4OhDoAGn4NhBnx4cD5fTSc7ubRQcP2S4oWt6Y6qeHJDeHGF80mMTeiePHPT/+GH/jwdC7sexJunFUZf9REWNj6VhZzAuYDswDfiSyt6bK/pzatN2iib/VQKOCsxW54KpA4U5h/0/fiK7oc1RjBF6cUB6cgxD7s8xN7Md6PWmRduO/h9v5/9xIWpyeZwx7+UyasABsJ0rdv9PkwY8ySEgBdhducsVHs7Zv82gaMIUaGSsUyMJOPoQ7IWuyLh2/h9vqdTUgQ1jlIADJuzJAXP25oD5DghWJz026olr35nuiYOw232vzNrtDronDpKhakIYhCu8Ynazc/X45hzgFeBxfAJOyXW/4eT/drl7byTgqMJsda8+54RRrTsS12sANrvvqbjNbieu1wBdDlUzUsABk4YcMzPbgcFqJNhoZ/SMhST0H+izL6H/QEbPWKhRi0JHjQs7whyM3IsDUN6hotf1NHA2wG86BqwA/op7cc+KoWnnO3YmN+UDct//lPJOoZzFQB0ScPShIRe9+yfPpkVP3xVtW/RMpH/y7IY2K+SMFnBAhqs1iNpTSnt4DhAyfM0YzHZAN6qI6GaMn7uSnMNZnDwc2nVy5H4cYQRGDzgAZb+6hsY7K2ajWgf8sZYvPA/8APwH2IU32AA4m8VS8NdHKRr/ADRtqmRzFWPUgGM2DT32N46MYeDURRQcP0ThiWzdrpNjxIADJg453+8+zuW9QjH1in9aBR2Q+3T0TIKNfsW16yzD04TlmCHgABSNuYeIfy7EVl4OHwO/AMOBaKAAOAzsBb6v2K7CGR1N0X0PUDjxQVyxzdVteAgZOeBIbaxZVKsOugw3YNyAAyYOOVYhQUc/5OAthBDKKu/Wg8KHHiVq7rPuHdsq/vn7nkvaUpR8P0V/TjZ0uAEJOHoiPfj6Z+qQY4XeHJCgoyWzHbSFEOZjll4cj4LHn8TVtClNP3iXsL17avwaZ1QUJcNv4NzIOym57jeGm1CgJhJw9MMqAcfIvThg8pCjJj0EHZD7dNRgtoO11eRkZ3HySOjuybFKsRPGZLaAA4DNRuFfH6P4rntpsmY1jX76AfvZszhjmlHeuQtl/a6k7MqroHFjrVsaMhJw9EOJY37BsYMU5hzW1T05Rg84YIGQo1Zvjl5Ir44yzHaQtqKi/DxSZk1l344t3n3dEwcxesZCIqKNud6JEFbmjGtJ8T3jtG6G4iTg6EeoA05p4Rl2Lp9Ozu7KMZdxvQbQP3k2jSNjQvpawTBDwAGZQjqk9HJF12wHFa3IdM/mkjJrKuk7t/rsS9+5lZSnp2jUIiGUZcpeHGEYZqudSpzj7Vw+nZN7dvjsO7lnBzuXPxHy1wqUWQIOWCTkqLmGhJ6CjtkOMGqQYGNOOdlZ7NuxBaez3Ge/01nOvh1byDmcVa/n1cPnXdbIETWRgGMORu3FMVsNVWqIWs7ubbicTp/9LqeTnN3bKDh+KOSvWRczBRywSMhRmx5OfDxCecJ+KGs//9v0FdkHMkLyfHohwcb8Th456P/xw/4fF0LoV8b+NNZ/9QWZGelaNyWkJODog1LndIU5h/0/fiJbkdetjdkCDljgnhwPq92bU11DJiY4k5fLkw+NY/uWDd59Vw8axtPzVxDTLDZkbVSL2Q7Aom4t2nb0/3g7/4/XRE8XM4Soyiq9OLm5p5kw7i42rl/n3Tc0aThLV7xFrEwVrQmpr4GLjGvn//GW7VVqiXlJT45C9HoCVJ8eiycfGsc3Wzf57Ptm6yZmPDg2lE1TlPTWWFtc+850TxyE3e7w2W+3O+ieOEgWBxXCgCaMu4stG9f77NuycT33jx2jUYtCQwKOfih5LhfVuiNxvQZgs/ueitvsduJ6DVB1ljUz9uKAxUKO2mPX9Rp0IPCwcyhrP9u3bMBZXu1ehvJytm/ZoNuha1VDjRkPvCJ4o2csJKH/QJ99Cf0HMnrGQo1aJEToWaUXJ2N/GhvXr6O8Wm0qLy9n4/p1hh26ZtSAY0ZqnMP1T55Ni56JPvta9Eykf/JsxV/bw6wBByw0XE0rWq+fU5eqAaCmoWxHDvm/IfvwwUzad4oPebuCJUFG1CUiuhnj564k53AWJw83bJ0cPV/AENZllYADcCAr0+/jWZkZdIlPUKk1oWHkgGO2GqzWMb5xZAwDpy6i4PghCk9kq75OjpkDDlgw5Fj93hx/ago8bTv4Pwls17GLom2qjdkOqEI9ce06qzo8TY+LvAlhdJ06+689nbtof/EtGBJw9EOLi1hRrTqoXh++/e8uyvKOEhbbhrDmbVV9bbVYLuRoQe+9OTXxHrSaXET3xEGkf7vVZ8ia3eHgqoFDFO/FMdvBUxhfoAVQjUXeZPpo4WGlXhyA+K7dGJo0nC0b1/sMWXM4HAwammSoXhwJOPphhV760sIzbJz/CMUHv/PuC+94BXEjHsHRNFrDloWepe7J8dDixMDIH5zRMxaScGW1exmuHMhvH53X4Oeufu+M3Esj9CyYz7EeF3kT5mS1gOOxdMVbDBqa5LNv0NAklq54S6MWBU8Cjn4Y+TwtGBvnP0LxoVSffcWHUslZ+4JGLVKO9OSoyIg9OuD/XgazHeSECAXPIm/VVV3kTYauCdEwsbHNefejz8jMSCcrM4POXeKlB0clZqv9Vgk4BccO+vTgeLmcFB/8jrLcI6YaumbZkKPVvTlGDTqg/r0MInj1PVAb9T2ppmB+t4Es8iYhR4SCVXtxquoSn2CocAMScIQ2fvp2t9/Hy/KOSshpqOTkZFasWMFvf/tbVq9erUUTAAk6wliUvNJU13Nb/f0a7O9eFnkzHr3UpWBIwDEmCTj6YpVenB9+PkFYbBu/X1PX40ajesjZuXMnb7zxBuHh4Wq/tK5I0BH+6O2gW1N7jPj+zcnO4uSRhk0fHQjPIm8n9+zA5XR699vsdlr0TAxJL45MOhA6UpeEWiTg6Iteaq3Ss3B6pooOa96W8I5XuO/JcVXWJmx2wjv0NVUvDmgQcqZMmcLdd9/N119/rfZL10jLKaUl6AjQz0E2WNXbref3clF+HimzprJvxxbvvu6Jgxg9YyER0c38fm99/z79k2ezc/kTPvfmqL3ImwiM3upSIKQXx3gk4OiLHmqvGrNwVl8LJ27EI+SsfcF3drUOfYkb8UhIXk9PVA05b775Jrt372bVqlWGKiZKkqBjPXo4sCqh6s+lt/d0yqyppO/c6rMvfedWUp6ewvi5K2v9vob8rbRe5E0Exoh1SQKO8UjA0Re91GF/s3AOnLqowc9f02KfjqbRtP7DLMpyj8g6OaFSUFDAY489xhNPPEHLli3VetmAaL1AqAQdc9PLwVRNego8OdlZPj04Hk5nOft2bCHncFaNQ9dC9XfTYpE3ERg91yVhHkYOOGakl5qs9CycNQWcqsKatzVtuPFQLeTMnDmTiIgIpk6dqtZLBkWCjggVvRxA9ULrwHPyyEH/jx8+eEHI0fvfUO7HCQ2916WaSC+OsRg94JitF0dPx3YlZ+GsK+BYRdAhx+VyUVpaGtDXNmnSBIC0tDReeukl3nvvPcLCwoJ9ScuQoGNcejpw6pkWgadF247+H29X+bj8HY1J6pLQIwk4+qK347vMwqk8e7DfsHnzZsLDw+v8FxERQVpaGuC+qfOaa67hd7/7Xch/gFDSw9VRvX0IRc02p532+SeCp9bvL659Z7onDsJud/jst9sddE8c5O3Fkb+jcZm5LlUlvTjGIQFH1MUzC6fN7nsqbrPbies1QHpxQiDonpwePXqwcuXKgL62TZs2bNiwgS+//JJVq1Zx8KB72IjL5eL8+fMUFxdz8OBBLrroIqKjo2t9ntOblmNv4ntwj+w2hKgeQ4Jtfp20HrYGlSdb0qujL3ISrBylZ2obPWMhKU9P8bk3J6H/QEbPWCh/V6Bg7yYK0zb57HOWGOckTYu6BLBg9uNERfvOgHTdb//I8JturdfP4Y8EHOOQgKM/ej3Oh3oWTrMFnIK9Gync51ubykuKAv5+m8vlcoW6UVW98cYb3HvvvVR/GZvNhsvlwmazMX/+fCZPnnzB93733XdceeWVtPnTApq07KpkM31oHXKqkqCjLb0eGK0klJ+BnMNZnDzsXidnT5H/qaP1Sq0e55IT+zn6zlS+/fZbrrjiClVeUy0NqUtQWZtWfrKR7r0uV6PJEnIMQgKO/hihjodiFk6zBZzalBzfzy/vTAmoNik+8UBSUhKrVq26YH9ycjKdOnVi+vTp9O7dW+lmBMXTm6P04kyBkPt01GWEg6HVhLKXZ09RM7ioDzmBXwgSJmS0ulQ94GTsT+NAViadu8TTJT5Bo1aJ6iTg6I9RanpDZ+G0SsAJluIhp127drRrd+HNVVOmTKFVq1bcdNNNSjchaOXnzvLlMzM4V2WhpFAvzhQMGb6mLKMcBIWb/L1EQxmxLgHk5p5mwri72Lh+nXff0KThLF3xFrGxzTVsmbUZPdyABBwjk4BTu6AnHggVm82GzWbT6uX9yvl8LucOpfrs8yzOpCWrfGDVIJMGCCPSw+QoZqbHulS1F2fCuLvYsnG9z+NbNq7n/rFj1G6WqCABR5+sUtsl4Pin2jo51WVmZmr10n6V5R7x6cHxCNXiTA0lvTr1Z5WDnhCifvRWl6oGnIz9aT49OB7l5eVsXL+OzIx0GbqmMgk4+iS1XnhoFnL0qizvqN/HG7I4UyhJ2KmbHOiEEGZxIMt/AMvKzJCQoyIJOPpkpbovvTh1k5BTTVhsG7+P621xJgk7vqx0gBPWIkPVrKX6ZAOdOnfx+/Wdu8Qr2RxRhQQcfbJS/bdywDkZRI+7hJxqwpq3pWnHK9z35Lic3v02u50WPRN10YtTE6uGHSsd1IQQ1hXftRtDk4azZeN6ysvLvfsdDgeDhiZJL45KJODok5XOBawccIKl2cQDehZ3wyM07dDXZ1+T9n3rvTiTmsx+M33VCQPM/HMKIayrtjVxlq54i0FDk3z2DRqaxNIVb6nRLMuTgCO0ZvWAc3T3z0F9vSF6ck5lZnGJiouBOppG0fr3T1OWe4SyvKOExbYhrHlb9hwo5vJe6k8hXR9VA0AgvTs52VmcPOJeJDGuXWclmxYUCTJCyFA1K/G36GdsbHPe/egzMjPSycrMsMQ6OXpZE8gMAcesrHKeIAEnuIADBgk5Wglr3paw5m199nkWCjUSf4GnKD+PlFlT2bdji3df98RBjJ6xkIho9VeEt8rBSggh6qtLfILpw42e1gQyS8AxYy+OVc4ZJOAEH3DAQCHn2M97aH1pT62bYXjVDwh7lz9E+s6tPvvSd24l5ekpjJ+7UrV2CCFqJr041uGvF8dq/K0J9O5Hn6nWDgk4+mWV8wgJOPULOGCgkKMnRuzNqUnBsYM+PTgeTmc5+3ZsIedwVr2Hrlnl4COEECK09LImkAQc/ZJzDGtoSMABg4UcPfXmmCHoFOYc9vv4xu0/0apI/SFrQghhNdKLU0kPawJJwNEvKwUcK/fiNDTggMyu1iBGH0YSGdfO/+M6WxNICKsx+jFGBEYCji+t1wSSgKNfEnBEMAwXco79vEfrJvgw8klIVOuOxPUagM3u+zaw2e3E9Rqg2zWBhBDKO5WZpXUThEV51gRyOBw++x0OB0OThivaiyMBR78k4FhHKHpxwIAhByTohFL/5Nm06Jnos69Fz0RDrAkkhJkZ+bgiAie9ODXTYk0gCTj6JQHHOkIVcMBg9+TomVHv0WkcGcPAqYsoOH6IwhPZRLZsLz04Ggr2xNaI7zkhhKiL2msCScAReiABJ3QBBwwccvQ0CYGHUYMOQFSrDhJuVBDqq/P+ns+o70UhvThWIb04dVNjTSAJOPpmlV4cCTihDThg4JCjV0YOOiJ09HCSWr0N8r40Bj28d/Q2JFgIpUjA0TcJONagRMABg4ccPfbmgAQdK9LDiWldqrZR3p9CaEt6cbQnAUffrBJwrE6pgAMGDzkgQaeqgmMHKcw5LPfVqMAIocYfCTz6ZPT3lRA1ydifxoGsTMXvqwmUWcINSMAxA6v34ijJ8CFHz9QKOqWFZ9i5fDo5u7d598X1GkD/5Nk0joxR/PWtwMwnnxJ4RFUyVE15VunFyc09zYRxd7Fx/TrvvqFJw1m64i1iY5tr0iYJOPonAcc6lOzFAYNOIV2dnovy97uPK36CvHP5dE7u2eGz7+SeHexc/oSir2t2nr+dmQNOdVb7efVEfu/WYJWAAzBh3F1s2bjeZ9+Wjeu5f+wYTdojAUf/JOBYh9IBB0wScoxAqROYgmMHydm9DZfT6bPf5XSSs3sbBccPKfK6ZmXFYFMT+R2oS37Xwmwy9qexcf06ysvLffaXl5ezcf06MjPSVW2PBBz9k4BjHWoEHDBRyNFzb46HEicyhTmH/T9+Ijvkr2kmVUONnGheSH4v1mKE46iRWakX50BWpt/HszIzVGqJBBwjkIBjHWoFHDDZPTl6nYSgKs8JY6jufYiMa+f/8ZbtQ/I6ZiIn7cEL9ftWVJL3ozCjTp27+H28c5d4VdphpoBjVhJwrEPNgAMm6skxmlCd2ES17khcrwHY7L5/SpvdTlyvATLLWgXprQkN+R2Glp5+l9KLoywr9eIAxHftxtCk4TgcDp/9DoeDoUnDVZllzWwBx6y9OFYhAUfdgAMmDDlGKtShOmHsnzybFj0Tffa16JlI/+TZDX5uI5Ngoxz5vTac/P6E2S1d8RaDhib57Bs0NImlK95S/LUl4BiDVXpxJOCoH3DAZMPVPIwwbK2qhk413TgyhoFTF1Fw/BCFJ7ItvU6OnDiqS4ax1Y+8T63Far04HrGxzXn3o8/IzEgnKzNDtXVyJOAYg1UCjtCOKUOOEYXiZDGqVQdLhhs5YdSehB1jM1IPuDCeLvEJqi0CKgHHGKwUcKQXR5teHDBxyDFab46HnCzWTUKNfqm1AK6RyfvXWqzai6M2s4UbkIBjBhJwtAs4YOKQA8YNOiBhpzo5MTQOee/WTo/vY+nFEUYnAcc4JOBYh9YBB0wecsDYQQesfcKoxxNCETgjvHcLjh2kMOewKvexyfvZeqQXR3kScIxDAk7gynKPUJZ3lLDYNoQ1bxuiVqlHDwEHLBByzKLqCZKeTxobQk4CzUmPYae08Aw7l08nZ/c27764XgPonzybxpExIX89vb63pRdHGJkEHOOQgBOY8nNnyVn7AsUHv/PuC+94BXEjHsHRNDoUzVOcXgIOmHAK6ZqYrZCbZWrkqj+H0X8WUTc9/Z13Lp/OyT07fPad3LODncufCOnr6OlnFuqSXhxlScAxDgk4gctZ+wLFh1J99hUfSiVn7QsNel616CnggIV6cow+bK02RunhkRM94aHF5ARVh6Xhcvn04Hi4nE5ydm+j4PihkAxd0/t73mwXf4R1SMAxDgk4/lUdlgb49OB4uZwUH/yOstwjuh66preAAxYKOWDeoONR00mVFsFH7yd3QntqDWGraVhasw49/H5P4YnsBocc+QxYm/TiKEcCjnFYKeAEq6ZhaY1bxvv9nrK8o7oOOXpkqZAD5g861fk72arPCaacvIlQUjrs1DQs7Ux2mt/viWzZvt6vZ5TPh/TiCKMxY7gB8wYcqwm2F6emYWmlOVl+v8fT26NHeuzFAQuGHLBe0KmNUU7IhPkpEXYKjh2scVgaLqf7vzYbuFze3Ta7nRY9E+vdiyOfJwHSi6MECTjGY6VenGADTlnukVqHpbnZgMrahM1OeIe+uu3F0WvAAYuGHCGEPoXyHrPCnMN+H49p3438Q/u82y16JtI/eXbQr2O0cCO9OMJIJOAYjwQc/8ryjvp9vHHLLpSeyPBuh3foS9yIR4J+HTXoOeCAhUOO9OYIoW8N7d2JjGvn9/Grxj8LuO/Bqc86OUYLN0J50osTWhJwjEcCTt3qGnbWcsSjALpfJ0fvAQcsHHJAgo4QRlDf3p2o1h2J6zWAk3t24HI6vfurD0uzUriRXhxhFBJwjEcCTmDCmrclvOMV7ntyXJW1qfqwNL2GGzBGwAGLrJPjjxR9IYwj2HWV+ifPpkXPRJ999RmWJus5ibpIL07oSMAxHgk4wYkb8QjhHfr67NPzsLSqjBJwwOI9OR7SoyOE8QTSw9M4MoaBUxdRcPxQ0MPSzBZo5IKO0DuzhhuQgGMWoQg4AI6m0bT+wyyfdXL03HNjVBJyKkjQEcK46poqPapVh1rDjdnCjFCf9OI0nAQcY5KA0zBhzdsaKtwYqRcHJOT4kKAjhPlIiJFeHKFvEnCMyUoBRxgv4IDck3MBORkQQpiJHNOEnknAMSarBRwlenGMxIgBB1Tuyfn666+ZM2cO3377LU6nk27duvHoo48ycuRINZtRJ+nREaHQkJNLef8JoY6G1iUZqlZ/EnCMSQKOtRg14ICKIef1119n3LhxDB8+nDlz5uBwONi3bx/Z2dlqNSEonhNUOdkUdVHiSnltzynvRxEM6cXxz2h1ySzMHG5AAo6ZSMAxbsABlULOwYMHmThxIlOmTOHFF19U4yVDRnp1RFVanzRWf315b4raaP1e1btQ1KU2seEhbpX5ScARRiEBx9gBB1QKOUuXLsXpdDJz5kwACgsLiYw0The/BB3r0vuJYtX2yXtUiMAZvS4ZkQQcY7NSL44EHOMHHFBp4oH169fTo0cP1qxZQ/v27YmOjubiiy9mxowZuFwuNZrQYHo/2RWhc+znPd5/RmLUdovQk/dA3cxQl4xEAo6xScARRqRKT056ejoOh4N7772XRx99lD59+vDxxx/zzDPPUF5ezuzZwa0+rhW5T8eczHhCKO9V6zLj+1kJZqlLRiABx9gk4FiLWXpxoB4hx+VyUVpaGtDXNmnSBICCggJcLhfPP/88Dz/8MAC///3vOXXqFAsXLuTxxx831DABGb5mfFY5EZSwYy1WeV9XJ3VJn8webkACjplIwDFXwIF6DFfbvHkz4eHhdf6LiIggLS0NgPBw982Zd9xxh89z3XnnnRQXF7Nr164Q/CjqsurJhJFZeTiXVX9uYQ1Sl/RHAo7xScCxFrMFHKhHT06PHj1YuXJlQF/bpk0bAC655BL2799Pq1atfB5v2bIlLpeL3Nxcv89Ttm81tka+s9g4WvfF0aZf4A1XgFwl1z85sfcl71nzash7vfzoLsqPpfrsc50vbmiTVKNFXQJ48vGHiYmJ8dn3u1tv5/e33lHLd1iDBBzjs1LAEfoNOA2tTUGHnFatWnHXXXcF9T1XXnkl+/fv58iRI3Tq1Mm7/8iRI9hsNuLi4vx+f1j3m7HHtAu2qaqR4Wv6IsGmbhJ2zKWh73lHm34XXDRy5h+mdNvCBj2vWrSoSwAzn51Hn77aXmzTEyuEG5CAYzZW78XRa8CBhtcmVWZXu/3223G5XKxYscK7z+Vy8frrr3PRRRdx5ZVXqtEMRclwIG1ZeShaQ8jvzPjk71c/VqhLapKAYw4ScKxFzwEnFFSZXe2WW24hKSmJOXPmkJOTw+WXX86qVau1TY0GAAAgAElEQVTYunUry5YtIywsTI1mqEKukKtLTvBCQ963xiTv//qzUl1SmgQcc5CAYy1mDzigUsgB+PTTT5k+fTrvvfceb7zxBt27d+ftt9++4KZPs5CTRuXIiZ1yZOilccjnoOGsVpeUIAHHHCTgCDNSLeRERETw4osv8uKLL6r1krogYSc05IROPfKe1T/5PISGVetSKFgl3IAEHLORgGONXhxQMeRYnZw4Bk9O5LQl71l9ks+F0JoEHPOQgGM9Vgk4ICFHdXLiWDs5edMnGcKmH/IZEVqTgGMeEnCsx0oBByTkaEbCjpuctBmDvF+1J58VoSUrhRswf8CxGgk41gs4ICFHc1VPXKxwAiknasYmYUcb8rkRWpKAYz5W68WxOisGHJCQoytmDTxygmY+MoRNPfL5EVqSgGM+Vgs4Vu/FsWrAAQk5ulX9xMYoJ5RyQmYd0qujPPk8Ca1YLdyABBwzkoBj3YADEnIMo6aTHa1PLuUETICEHaXI50toRQKOOUnAsRarBxyQkGNo/k6CQnHCKSdZIhgyhC005HMntGLFcAMScMzI6gFHuEnIMSk5URJakF6dhpHPrdCKBBzzkoBjPdKL42bXugFCCPM59vMeOWEPkvy+hFYk4JiXBBzrkYBTSXpyhBCKkZ6dukm4EVqxargBCThmJAFHAk510pMjhFCc9OzUTH4nQisScMxNAo71SMC5kPTkCCFUIz07bhJuhFasHG5AAo4ZScCRgFMbCTlCCNVZNexIuBFakoBj/pN/qwUcIQHHHwk5QgjNWCXsSLgRWrJ6uAEJOGZl9V4cCTj+ScgRQmjOrGFHwo3QmgQcCThmZfWAI+omIUcIoRtVQ4GRA4+EG6E1CTduEnDMSQKO9OIEQmZXA8qP7tK6CSFjlp9Ffg79Uftn8czIFurAULB3U0ifz0Op9tbGTO8tUbNVH/4r6O85kFOou4Cz7t8favK6SgSc775eHfLnbIj6BpzD278McUvUUzXgFOzdqF1DQiyYn0XPAUdPtUlCDlB+LFXrJoSMWX4W+Tn0R8ufJZQBojAtdCFH7WBTlZneW6Jmn3z4XlBfr7dw4/HVZx+p/ppK9eDsWv+ZIs+rtiPfGDPkVO/BKdynzEUrLQT6s+g54IC+apMMVxNCGEr1QKHmsDYZhib0SK/hRitWGKIG1humJkPU9B9w9EZCjhDC0PwFj/oGIAkzwggk3FxIAo45ScCRgFMfEnKEEKZVU1gpPVsgIUYYmoSbmknAMScJOBJw6kvXIae4uBgAZ6Gyb3DX+WKc+YcVfQ21mOVnkZ9Df8zys8jPERjPcddzHBaVPL+T9LS9ir5Ofn4+P6T63sR7NM94f4+Cs/ns2/29oq/xfc4ZRZ/f41xhPofTflLltWry3cH8kDxPWVEBeQeVff+GQnqm/0BXXlJEyfH9KrVGWbX9LCczMzVoTf3pqTbZXC6XS7GWNNDbb7/N6NGjtW6GEEJYVkpKCqNGjdK6GboitUkIIbQVSG3Sdcg5efIkX375JZ06dSI8PFzr5gghhGUUFxdz4MABrr/+elq0aKF1c3RFapMQQmgjmNqk65AjhBBCCCGEEMGSdXKEEEIIIYQQpiIhRwghhBBCCGEqEnKEEEIIIYQQpiIhRwghhBBCCGEqEnJq8fXXX5OUlERsbCwxMTH079+fDz74QOtm1VtycjJ2u52bb75Z66YEZcOGDYwdO5bu3bsTGRlJfHw8ycnJHDt2TOum1aq0tJRHH32Utm3bEhERwYABA/j666+1blZQdu7cycSJE+nduzdRUVF07NiR22+/nfT0dK2b1mCzZ8/GbrfTp08frZtSL9999x0333wzF198MZGRkVx22WUsXrxY62YJFZitLoHUJjVJbdI3qU2hJ7Or1eD1119n3LhxDB8+nJtvvhmHw8G+ffto27YtDz30kNbNC9rOnTsZOHAgYWFhJCUlsXr1aq2bFLCrrrqK3NxcRo4cSUJCApmZmSxatIjIyEhSU1Np2bKl1k28wJ133snHH3/Mgw8+SNeuXVm5ciU7duxg48aNDBw4UOvmBWTkyJFs3bqVkSNH0qdPH44dO8aiRYsoKChg+/btXHrppVo3sV6OHDlC9+7dsdvtdOrUiR9++EHrJgVl3bp13HzzzVxxxRXcfvvtREVFkZGRgdPp5LnnntO6eUJBZqtLILVJbVKb9Etqk0JcwseBAwdcERERrgcffFDrpoTMwIEDXePGjXN16tTJddNNN2ndnKBs2bLlgn2bN2922Ww219///ncNWuTf9u3bXTabzfXiiy969507d87VtWtX1//93/9p2LLg/O9//3OVlZX57EtPT3c1bdrUNWbMGI1a1XC3336769prr3UNHTrUddlll2ndnKDk5+e7Wrdu7br11lu1bopQmRnrkssltUlNUpv0TWqTMmS4WjVLly7F6XQyc+ZMAAoLCzVuUcO8+eab7N69m9mzZ2vdlHq55pprLtg3aNAgLrroIvbs2aNBi/z78MMPadSoEcnJyd59TZo0YezYsfzvf//jyJEjGrYucAMGDKBRo0Y++7p27UqvXr10+XsPxObNm/n4449ZsGCB1k2pl7fffpsTJ054P8tFRUW4pCPeEsxWl0Bqk9qkNumX1CblSMipZv369fTo0YM1a9bQvn17oqOjufjii5kxY4Zu/miBKigo4LHHHuOJJ57QZdd5fRUWFlJQUKDLVdhTU1Pp1q0bUVFRPvsTExO9jxvZ8ePHdfl7r4vT6WTy5MkkJyfTq1cvrZtTL+vXrycmJobs7Gx69OhBVFQUMTExTJgwgZKSEq2bJxRkproEUpu0ILVJn6Q2KatR3V9iLenp6TgcDu69914effRR+vTpw8cff8wzzzxDeXm5oa46zZw5k4iICKZOnap1U0Jq/vz5lJWVcccdd2jdlAscPXqUNm3aXLC/TZs2uFwufvnlFw1aFRopKSkcOXKEZ555RuumBG3p0qUcOnSIDRs2aN2UektPT6fs/7d33mFRXN0f/84AwlKWXo0KIgj2ihVYg2INlggKlqBYCCIa80Ql8Y0l0RhrNK9YiLHFCqJYXhXsooghwdgJFrCjEgFBqpzfHz47P4bdhQXRVXI/z7PPo+dezj1zZ+aeuXPPPVNSgoEDB2L8+PFYuHAhTp48iZUrVyInJwdbt27VtImMt0Rd8ksA802agPmm9xPmm94ymoyVe9uUlZVRYWGhWj85WlpaxPM8LV68WKSrb9++ZGBgQHl5ee/6MGp0HKmpqVSvXj3as2ePINN03HNNjqMip06dIh0dHfL393+HlquPo6Mj9e/fX0F++/Zt4jiOVqxYoQGr3pzr16+TsbExde/encrKyjRtTrXIysoic3NzWr58uSD7EOOeHR0died5mjRpkkgeHBxMPM/TzZs3NWQZozrUFb9ExHxTeZhv0gzMN2me99k31elwtdOnT0MikVT509fXx99//w0AkEgkAKDwJsbf3x8FBQVISUn5II5jypQp6N69OwYNGvTO7VVFTY6jPDdu3MCQIUPQqlUrREZGauAIqkYikShdni0sLBTKPzQyMzPRv39/mJqaIioqChzHadqkavHNN9/A3NwcoaGhmjbljVA1NgUEBICIkJiYqAmzGNWkrvglgPkmOcw3aQbmm94P3mffVKfD1VxcXLBx40a16sqXce3s7HDz5k1YW1uLyq2srEBEeP78eW2bWSXVPY7jx4/jyJEj2LNnDzIyMgAARITS0lIUFBQgIyMDZmZmMDIyeotWK1KT8yHn3r178Pb2hqmpKQ4ePAgDA4O3YOGbY2trq3TZ/9GjRwBeX18fErm5uejTpw9yc3ORkJAAGxsbTZtULW7evInIyEisWLFC2FhLRCgsLERJSQkyMjIglUphamqqYUurxs7ODteuXVM6NgHQyNjEqD51xS8BzDcBzDdpCuab3h/ea9+ksTWk9xR/f3/ieZ7u3Lkjkq9fv554nqfExETNGFYNNm7cSDzPE8dxop9cxvP8B7U0nZWVRS4uLmRra0u3bt3StDmV8tVXX5GOjg69ePFCJJ8/fz7xPE/379/XkGXVp7CwkNzd3cnQ0JCSkpI0bU6NOHnyJPE8r/R+kN8LH0pa3vDwcOJ5nk6cOCGSHz9+nDiOo+3bt2vGMMZbpy74JSLmmzQJ803vF8w3vRvYJKcCe/fuJY7jaNasWYKsrKyMunfvThYWFlRcXKxB69Tj3r17FBsbq/CzsrIiNzc32rdvH92+fVvTZqpFfn4+ubm5kbGxMaWkpGjanCqRf4tg6dKlgqyoqIicnJyoa9euGrSserx69Yp8fHyoXr16dPjwYU2bU2OePXum9F5o0aIF2dvb0759++jKlSuaNlMtUlJSiOM4GjlypEju7+9P9erVo0ePHmnIMsbbpi74JSLmmzQJ803vF8w3vRs4og8w/+RbplevXjhx4gTGjRuH1q1bY8+ePTh27BjWrVuHoKAgTZtXYxwcHNCyZcsP6qvSgwYNwr59+xAUFASZTCYqMzQ0xMCBAzVjWCUMGzYMe/fuxdSpU4WvSicnJ+P48ePo1q2bps1Ti6lTp2LlypXw8fGBr6+vQvmIESM0YFXt0aNHD2RlZX1wX5UeN24cNmzYAF9fX3h6euLEiRPYvXs3vv76a3z33XeaNo/xFqmrfglgvuldwXzT+w/zTbWMxqZX7zH5+fn0xRdfkJ2dHenp6VHr1q3rRCiIg4MD+fj4aNqMamFvby8s6Vb8OTg4aNo8pRQVFdH06dPJzs6OJBIJderUieLj4zVtVrWQyWQq+53neU2b98bIZDJq1aqVps2oNqWlpTRv3jxycHAgXV1dcnZ2ppUrV2raLMY7oK76JSLmm94VzDe9/zDfVLuwlRwGg8FgMBgMBoNRp6jTKaQZDAaDwWAwGAzGvw82yWEwGAwGg8FgMBh1CjbJYTAYDAaDwWAwGHUKNslhMBgMBoPBYDAYdQo2yWEwGAwGg8FgMBh1CjbJYTAYDAaDwWAwGHUKNslhMBgMBoPBYDAYdQo2yWEwGAwGg8FgMBh1CjbJYTAYDAaDwWAwGHUKNslhvJdkZGSA53ls3rxZ06Z8sFy4cAG6urq4d++epk2pc3Tp0gUzZszQtBkMRpVs2rQJPM/jzz//1LQpdZLAwEA4ODho2owPglOnToHneZw+fVrTprxTQkJC0Lt3b02b8cFQm/6VTXI0RH5+PmbPno2+ffvC3Ny8Vh/o7927h+DgYDg4OEBPTw/W1tYYPHgwzp07Vyv635STJ09iyJAhsLW1ha6uLqytreHj44M9e/Zo2jS12L9/P2QyGaytrWFgYABHR0cMGzYMR44cAQAsX74cPM/j+PHjKnVERkaC53kcOHAAACCTycDzPJo2baq0/tGjR8HzPHieR0xMjFp2zpo1CyNGjECDBg2qeYR1i127dmHUqFFwdnYGz/P4+OOPVdYtLi7GjBkzUL9+fejr66Nz5844evSoQr0ZM2Zg1apVePLkyds0nfEBkZycjNDQULRo0QKGhoZo1KgRhg0bhrS0NE2bBo7j3nmbhw4dwty5c995u+8ajuPA8+xRqjyrV6/Gpk2blJZp4loEgOvXr2Pu3Lm4e/fuO233zp07WL9+Pb755pt32u77RnXGx1r1r8TQCOnp6cRxHNnb29PHH39MPM/Tpk2b3lhvQkICSaVSMjExoa+++op+/fVXWrBgATk7OxPP8/Tf//63FqyvOd9++y1xHEdNmzalOXPm0IYNG2jJkiVCH2zfvp2I/r9/aqNPapPFixcTx3HUo0cP+umnn2jdunU0ffp0ateuHY0ZM4aIiB4+fEhaWloUFBSkUo9MJiNLS0sqLS0V/q+vr088z9Pvv/+uUD8wMFAo3717d5V2pqSkEMdxlJSUVMMjrTvIZDKSSqXk5eVF5ubm1KNHD5V1hw8fTvXq1aMZM2ZQZGQkdevWjXR0dOjs2bOiemVlZWRra0uzZ89+y9YzPhSGDh1KdnZ2NGXKFFq/fj3Nnz+fbGxsyNDQkK5evaoxuzZu3Eg8z9Mff/zxTtsNDQ0lnuffaZuaoLS0lIqLizVtxntFixYtVI6zRUVF79ia10RHRxPHcXTq1Kl32u6UKVPIxcXlnbb5PlKd8bE2/Sub5GiI4uJiyszMJCKi5OTkWnmgf/78OdnY2JCtrS3duXNHVFZYWEgeHh6kra1NiYmJb9ROTYmKiiKO42jYsGHCw3154uLi6ODBg0T0fk5ySktLydjYmPr06aO0/OnTp8K/e/bsSaampkqd34MHD0hLS4smTZokyGQyGbVs2ZJcXV1p2rRpovqFhYVkbGxMvr6+ak9ywsLCyN7eXt1DU4v8/HyVZS9fvnxj/bWhQxn3798X/l2Z801KSiKO42jZsmWCrLCwkJo0aULdunVTqD958mRycHCofYMZHySJiYlUUlIikqWlpZGenh6NGjWq1tqp7D5UhqYmOZMmTarTk5zqnod/E5WNs5oiKiqKeJ6v9UlOZX6rpKSELC0ta/VlWFlZGRUWFiotq40J99uatFd3fKwt/8rWWDWEjo4OrKysalXnmjVr8OTJEyxZsgT29vaiMl1dXWH5eN68eYJcHq997tw5TJs2DVZWVjA0NMSQIUOQlZWl0MahQ4fg4eEBQ0NDSKVSDBgwANeuXVPLvv/85z8wNzfH+vXroaWlpVDeq1cv9OvXT+XfX758GWPGjIGjoyMkEglsbW0RFBSEf/75R1QvLy8PU6dOFYXreXt74+LFi0Kdmzdv4tNPP4WtrS0kEgkaNGgAf39/vHjxQmX7z549Q25uLrp27aq03MLCQvj3yJEjkZOTg4MHDyrU2759O4gIAQEBCmX+/v7YuXOnSLZv3z4UFBTAz88PRKTSvvLExsaqDMtS5xwGBgbCyMgIt2/fRr9+/SCVSjFy5EgAr0PrWrVqhT///BMeHh4wMDAQLcVHRESgRYsW0NPTQ/369REaGoqcnByR/sp0JCcno3fv3rC0tIS+vj4aN26MoKAg0d8/fvwYqampePXqVZV9Ub9+/ao7DEB0dDS0tbUxfvx4Qaarq4ugoCAkJibiwYMHovq9evVCRkYG/vrrL7X0M+o2nTt3hra2tkjWpEkTNG/eHNevX6+RTvn4fPr0aYSEhMDa2loUfpqSkoK+ffvC2NgYRkZG6NmzJ5KSkpTqys/Px8SJE2FhYQFjY2N89tlnyM7OFtXheV7kH+TY29tj7Nixwv9LS0sxd+5cODs7QyKRwMLCAu7u7jh27BgAYMyYMYiIiBB08jyvdMyvyKFDh+Dp6QmpVApjY2O4ublh+/btojpRUVHo0KED9PX1YWlpiVGjRuHhw4dC+dKlS8HzvNK9iOHh4dDV1RXGo4SEBPj5+aFRo0bQ09NDw4YNMW3aNBQWFor+rrLxUNmenCVLlqBbt26wsLCAvr4+OnTogN27dyvYw/M8wsLCEBsbi5YtW0JPTw8tWrQQQp/L8/DhQwQFBaF+/frQ09ND48aNERISgtLSUqFOTk4Opk6dioYNG0JPTw9OTk5YtGiR2n5DHd+QmZmJMWPGoEGDBtDT04OdnR0GDRokhIE5ODjg6tWrOHnypHDu5b5I2Z4cuS+4fPkyZDIZDAwM4OTkJPTXqVOn0LlzZ+jr68PFxUW4xuTcvXsXISEhcHFxgb6+PiwsLODn54eMjAyhzqZNm+Dn5ye0J78ey9vxpn5LGWfOnEFWVha8vLwUyoqLizF79mw4OTkJ196MGTNQXFwsqie/RrZt2ybYd+TIEWHf8rJly7BixQo0adIEenp6wljz9OlTBAUFwcbGBhKJBG3atFHYElGVjp9//hktWrSAgYEBzMzM0LFjR+zYsUOkIzU1Va19v9UdH2vLv2pXXYXxoXDgwAHo6enB19dXabm9vT26d++O48ePo6ioCLq6ukLZ5MmTYWZmhjlz5iA9PR3Lly9HaGioyMFs2bIFgYGB6NOnDxYtWoSXL19i9erVcHd3R0pKCho2bKjStps3byI1NRXjxo2DgYFBjY4vPj4ed+7cwdixY2FjY4OrV69i7dq1uHbtGhITE4V6EydORExMDCZPngxXV1dkZWUhISEB169fR5s2bVBSUgJvb2+UlJQgLCwMNjY2ePDgAQ4cOIDs7GwYGRkpbd/KygoSiQT79+9HaGgoTE1NVdo6ZMgQfP7559i2bRsGDRokKtu+fTsaNWqkdLIUEBCA2bNn4+TJk5DJZEJ9Ly8vWFpaqtVPDx8+xN27d9GuXTuFMnXPIcdxKC0tRe/eveHu7o6lS5dCX19fKHv27Bn69euH4cOHY/To0bC2tgYAzJkzB/PmzYO3tzdCQkKQmpqKiIgIJCcn4+zZs8KDjiodT58+hbe3N6ytrREeHg4TExOkp6cr7EOaOXMmNm/ejPT09Eqvu+pw8eJFODs7w9DQUCR3c3MTystPmNq3bw8iwtmzZ9G6detasYFR98jMzESLFi3eSEdISAisrKwwe/Zs5OfnAwCuXr0KDw8PGBsbY+bMmdDW1sbatWshk8lw+vRpdOzYUfh7IhLGrLlz5wr35d27d3HixIkq26+4j2L27NlYuHAhJkyYgI4dOyI3NxfJycn4888/4eXlheDgYDx8+BBHjx7F1q1b1XrI3rhxI4KCgtCiRQt8/fXXMDExQUpKCo4cOQJ/f3+hztixY9GpUycsXLgQmZmZ+Omnn3Du3DmkpKRAKpXCz88P06dPx65du/Dll1+K2oiKikKfPn1gbGws/L+goAAhISEwNzfHhQsX8PPPP+PBgweil01VjYcV+2flypUYOHAgRo4cieLiYuzYsQN+fn44cOAA+vbtK6p75swZxMTEICQkBEZGRli5ciWGDh2Ku3fvCj7m0aNHQj9PnDgRTZs2xYMHDxAdHY2XL19CKpWioKAAHh4eePToEYKDg9GgQQOcO3cO4eHhePz4MZYtW1Zp/6vrG4YMGYLr168jLCwMjRo1wpMnTxAfH4+7d++iYcOGWLFiBUJDQ2FkZIRZs2aBiAT/IO+v8nAch3/++QeffPIJhg8fDj8/P6xevRr+/v747bffMHXqVISEhGDEiBFYtGgRfH19ce/ePeE54vfff8f58+fh7++Pjz76COnp6YiIiECPHj1w7do16OnpwdPTE2FhYfj5558xa9YsuLi4AABcXV0BvLnfUkViYiI4jkPbtm1FciLCJ598gnPnzmHixIlwcXHB5cuXsXz5cqSlpSn4u2PHjmHXrl0IDQ2FhYWF6CX2r7/+iqKiIkycOBG6urowMzNDYWEhPD09cfv2bUyePBn29vaIiopCYGAgcnJyMHnyZJF+ZToiIyMxZcoU+Pn5YerUqSgsLMSlS5eQlJSE4cOHC3/r6uoKmUxW6R7kylA1Ptaaf33jtSDGG1Nb4WqmpqbUtm3bSutMmTKFeJ6nK1euENHrUAaO46h3796ietOmTSMdHR3Kzc0lIqK8vDwyNTWl4OBgUb0nT56QiYkJTZw4sdJ29+3bRxzH0YoVK9Q6FmXhasqWaHfs2EE8z1NCQoIgMzExocmTJ6vUffHiReI4jmJiYtSypTyzZ88mnufJ0NCQ+vXrRwsWLKA///xTaV0/Pz/S19enFy9eCLLU1FTiOI5mzZolqisPVyMi6tixI40fP56IiLKzs0lXV5d+++03OnnyJHEcV2W42rFjx4jjOCH0T051zmFgYCDxPE/ffPONgn6ZTEY8z1NkZKRI/vTpU9LV1aW+ffuK5KtWrSKe52njxo1V6ti7dy/xPK+yT8vbp6WlRRkZGZXWq0hlYRQtWrSgnj17KsivXbtGHMfRunXrFMp0dXVFYYcMRnm2bNlCHMeJrv3qIB+fPT09qaysTFQ2aNAg0tPTo/T0dEH26NEjkkqlJJPJFHS4ubmJwoQXL15MPM/T/v37BRnHcTR37lwFO+zt7YU9h0REbdq0oU8++aRS26uzJycnJ4ekUil17dpV5Z6NkpISsra2ptatW4vqHDx4kDiOozlz5giyrl27UseOHUV/f+HCBeI4jrZu3SrIlPmUhQsXkpaWFt27d0+QVTYeBgYGKoTVVNRbWlpKLVu2VBhfOI4jPT09UXj5pUuXiOM4WrVqlSAbPXo0aWtrVzoufvfdd2RkZES3bt0SycPDw0lHR0cUtlsRdX1DdnY2cRxHS5cuVamLSPU4e/LkSYWQMbkv2LlzpyCT+0ltbW3RHtW4uDi1ngvkoce//fabIIuOjlYarlYbfksVo0aNIktLSwX5li1bSFtbm86dOyeSr127lnieF20pkPfDjRs3RHXlz0gmJiaUlZUlKvvpp59Ee5yJXl+DXbt2JalUSnl5eVXqGDRokPBMUhk8z9PHH39cZT1lVDU+1oZ/ZeFqdYgXL16oXIWQIy/Pzc0VZBzHYcKECaJ67u7uePXqlbDkGxcXh5ycHAwfPhxZWVnCj+M4dOrUqcq3gfL2qrKvMsqvPBUVFSErKwudOnUCEYnSo5qYmCApKQmPHj1Sqkf+Fu/w4cMoKCiolg1z5szBtm3b0K5dO8TFxWHWrFlo37492rdvjxs3bojqjhw5EgUFBaK3Mlu3bgXHcUpD1eQEBAQgJiYGpaWliIqKgra2tsJqUGXIz0vFlab4+Phqn8Pg4GClbejq6iIwMFAkO3r0KEpKSjB16lSRfPz48TAyMlII3VOmw8TEBESEffv2icIwKrJhwwaUlpbW2ioOABQUFIiuMTl6enpCeUVMTU3x7NmzWrOBUXe4ceMGQkND0a1bN4wePbrGejiOw/jx40VvwMvKyhAfH4/BgwejUaNGgtzGxgYBAQFISEhAXl6eSM+ECRNEIWOff/45tLS08L///a/aNpmYmODq1au4efNmDY5Ikfj4eOTl5WHmzJmoV6+e0jrJycl48uQJQkJCRHX69esHFxcX0fgybNgw/PHHH7hz544g27lzJ/T09ODj46N8scQAABNTSURBVCPIyt/vL1++RFZWFrp06YKysjKkpKQo2KBqPKxIeb3Z2dl4/vw53N3dlabx7tWrl+jNfMuWLSGVSnH79m0Ar9/6x8bGwsfHR2FFoDzR0dFwd3eHsbGxaHz38vJCaWlppWmb1fUNEokE9erVw8mTJxVCHd8EQ0NDIZwMAJydnWFiYgJXV1d06NBBkHfq1AkAhL4BxH1dWlqKf/75B40bN4aJiYlaadNrw2+pIisrS2nER3R0NFxdXeHs7Czq7x49eoCIFHyxTCZTmXl16NChMDMzE8kOHToEGxsb0YqLlpYWwsLCkJeXh1OnTlWpw8TEBPfv30dycnKlx/jq1SuFEEJ1UGd8rA3/yiY5dQgjI6NK95QAEMorTjYqphmW35jPnz8H8DrcjIjQo0cPWFpaCj8rKyvEx8fj6dOnAIDCwkJkZmaKfgAglUpF7deE58+fY8qUKUKMqaWlJRo3bgyO40Sxs4sWLcKVK1fQoEEDdOrUCXPnzhU5O3t7e3z55Zf45ZdfYGFhgT59+iAiIkI08auMYcOG4dSpU3j+/Dni4uIwYsQIpKSkwMfHRxRP27dvX5iZmWHbtm2CbMeOHWjdurWwTK6M4cOHIycnB//73/+wbds2DBgwoEYhflQhRCQtLa3Sc1gxXaO2tjY++ugjpbrr16+vEF8rnxA7OzuL5Do6OmjcuLEoRlqVDk9PTwwdOhTz5s2DhYUFBg0ahI0bNyrEKb8NJBIJioqKFOTy+HyJRKJQRkQaS4nKeH/JzMxE//79YWpqiqioqDe+RirusXz69ClevnypcK8Br8NHysrKRHHyHMehSZMmonoGBgawtbVFenp6te2ZN28esrOz4ezsjFatWmH69Om4fPlytfXIuXXrFgCgefPmKutkZGSA4zilx+zi4iIaX3x9fcFxnCjkLDo6Gv369ROFo967dw+BgYEwNzeHoaEhLC0tIZPJFHwKUPl4WJEDBw6gS5cukEgkMDMzg5WVFVavXq2gE1D0vcBr/yv3vU+fPkVubm6lfQO8Ht8PHz4sGtstLS3Rq1cvcBxXaTpedX1DvXr18OOPP+LQoUOwtraGp6cnFi9eLPj5mqKsX42NjRX6Rv4cIe8b4PX4/O2336Jhw4bQ1dWFhYUFrKyskJOTo7S/K1IbfqsyKvph4HV/X716VeFcNW3aVOm5qnj/V1WWkZEBJycnBbmrqyuISOGYlOmYMWMGDA0N4ebmBmdnZ4SGhtbaZ0jUHR9rw7+yPTl1CFdXV1y8eBElJSXQ0dFRWuevv/6Cjo6Owg2gbFMovc6+B+D1m0OO4/Dbb78pjUGV3/Q7d+7EmDFjBDnHcXj16pUQA/smjtDX1xfnz5/H9OnT0bp1axgaGqKsrAy9e/dGWVmZqJ6Hhwf27NmDuLg4LFmyBD/++CP27NkjfJBr8eLFCAwMRGxsLOLi4hAWFoaFCxfi/PnzsLOzU8seQ0NDeHl5wcvLC9ra2ti8eTOSkpLg7u4u9Imfnx9++eUXPH36FOnp6UhLS8OSJUsq1WtjYwNPT08sXboU586dU/u7OHLMzc1BRCJHAKh/DuUoW9WQo+yBv7qo0rFr1y5cuHAB+/fvx5EjRzB27FgsW7YM58+fF+Lg3wa2traiDcxy5CuCyq6L7OxsUcIJBiM3Nxd9+vRBbm4uEhISYGNj88Y6a+N+exMqJvhwd3fHrVu3hPFz/fr1WL58OdauXStKUKApbG1t4e7ujl27dmHmzJlITEzE3bt3sXjxYqFOWVkZevbsiezsbISHh6Np06YwMDDAgwcP8Nlnn4l8ClD5eFieM2fOYODAgZDJZFi9ejVsbW2ho6ODX3/9VSGJAqDc9wLKH44ro6ysDL169cKMGTOU/q2yyWH5v1XXN0yZMgU+Pj7Yu3cvjhw5gm+//RY//PADTpw4UeO9E6r6QJ2+CQ0NxaZNm/DFF1+gc+fOMDY2BsdxGDZsmMI5rA2qcy/K93lVpKysDC1btsTy5cuVnquKk7vK2nxbvtjFxQWpqak4cOAADh8+jJiYGERERGD27NmYPXt2jduqzvhYG/6VTXLqEAMGDMD58+cRFRWlNBwqPT0dCQkJ8Pb2VmvALj+DdnR0BBHB0tKy0o8p9unTR+nHE52cnNC0aVPExsZixYoV1X5Yzc7OxvHjx/Hdd9+JspmoCpewtrZGcHAwgoOD8ezZM7Rt2xbz588XfXW4efPmaN68Ob7++mucP38eXbt2xZo1a5RmF6qKDh06YPPmzQohciNGjMCaNWuwc+dO3L59GzzPi5aQVREQEIBx48bBzMxMYaNqVcgnlOVXrwD1z2FNkYfNpKamit4MlZSU4M6dO+jVq5fautzc3ODm5obvvvsO27dvx4gRI7Bjx463+gDVpk0bnDx5Enl5eaK3vefPnwfHcWjTpo2o/sOHD1FcXFzpqhzj30VRUREGDBiAmzdv4tixYypDTN4UeebB1NRUhbLr16+D53nRgxIRIS0tDZ6enoIsPz8fjx49Qv/+/QWZqampQhhSSUmJ0tBfExMTfPbZZ/jss8/w8uVLuLu7Y86cOcI9Wp03sPKx6cqVK2jcuLHSOo0aNQIRITU1VUjKIic1NVUUtge8XnGfNGkS0tLSsHPnThgYGGDAgAFC+eXLl5GWloYtW7ZgxIgRglyZ/6oOMTExkEgkOHLkiGhysH79+hrps7S0hFQqxZUrVyqt5+joiLy8PPTo0aPabVTXNzg4OOCLL77AF198gVu3bqF169ZYunSpkL3rXa5u7969G4GBgVi0aJEgKyoqUriOVdlUm36rIi4uLti2bZvCVgJHR0dcunSpRudKHRo1aqT0hbI8i1nFe0UVEokEvr6+8PX1RWlpKQYPHoz58+cjPDxcZVhpZVRnfKwt/8rC1T4A1E2XO3HiRFhaWuKrr75SeMAtKioSVli+/fbbatvQu3dvSKVSLFiwQOleCXncpLW1NT7++GPRT87cuXPx7NkzBAUFKT2W+Ph4pSmXgf9/o1Pxzczy5csVYtUrhp1ZWFjAzs5OCEV68eKFQvvNmzcHz/NKw5XkFBQU4Pz580rL5HHtFW/abt26wd7eHlu2bMHOnTvh6emp1krR0KFDMWfOHKxatapaS+PA6xWHBg0aKMTSqnsOa0rPnj2ho6ODlStXiuS//PILcnNzRQ8YqlAW5y1/O1j+3FQnhbS6DB06FKWlpVi3bp0gKy4uxsaNG9G5c2eFVNR//PEHOI5TmVKc8e+irKwMfn5+SEpKQnR0tJCVTxlvev3yPA9vb2/ExsaKvuCemZmJ7du3w93dXSFL4Lp160T3fUREBF69eiVK2+/o6Kiwd2Pt2rUKdlZM26+vr48mTZqI7lF5iK06YcDe3t4wMjLCDz/8oHIM7tChA6ysrLBmzRqUlJQI8kOHDuH69esK48unn34Knuexbds2REdHY8CAAaI31qp8yk8//fRGD+laWlpCNjY56enpiI2NrZE+juMwaNAg7N+/v9I9Jn5+fkhMTERcXJxCWU5OTqXXmrq+oaCgQOH8ODg4wMjISOHc1+aencrQ0tJSOIcrV65UOF4DAwMQkYJdteG3VNGlSxcQEf744w+R3M/PD/fv30dkZKTC3xQWFuLly5c1bhN4vU/t8ePHonDNV69e4eeff4aRkZHoZYcqKt7j2traQrhb+ftP3RTS1Rkfgdrzr2wlR4OsWrUK2dnZwvc39u3bJ1wsYWFhwsxf3XS5ZmZmwmDerl07jBs3Ds2aNcOjR4+wadMm3Lp1CytXrhQ278lRtSxeXm5kZITVq1dj9OjRaNeuHYYPHw5LS0vcvXsXBw8eRPfu3RUGiYr4+fnh8uXLWLBgAVJSUuDv749GjRohKysLhw8fxvHjx0X7V8pjZGQEDw8PLFq0CMXFxahfvz7i4uKQnp4usvPFixf46KOPMHToUCGkLT4+HsnJyUIKzePHjyM0NBS+vr5wdnZGaWkpNm/eDG1tbXz66acq7X/58iW6du2Kzp07o0+fPmjQoAGys7Oxd+9eJCQkYPDgwUqX6wMCArBgwQJwHIfvv/++0j6SI5VKazQZlTNw4EDs3btXJKuNc1gZFhYWCA8Px7x589CnTx/4+Pjgxo0bWL16Ndzc3ERvS1WxadMmREREYPDgwXB0dMSLFy8QGRkJY2Nj0cNYdVJInzlzBqdPnwYRCXsZ5s+fDwDw8PAQwgvd3Nzg6+uL8PBwZGZmokmTJti4cSMyMjKwYcMGBb1xcXFo2LChwgoP49/JtGnTsH//fvj4+ODZs2fYunWrqLz89V+d61fV+Pz999/j6NGj6NatG0JCQqClpYV169ahuLhY9FZbTnFxMby8vODn5yfcl+7u7qKHuHHjxiE4OBhDhw5Fr1698NdffyEuLk4hfX2zZs0gk8nQvn17mJmZ4ffff0d0dDTCwsKEOvIUsJMnT0bv3r2hpaWFYcOGKT0WIyMjLF++HOPHj0fHjh0REBAAU1NT/PXXXygoKMCGDRugra2NH3/8EWPHjoWHhwf8/f3x+PFjrFy5Eo0bN1bYOG5paYkePXpg2bJlyMvLU2jbxcUFjo6O+PLLL3H//n1IpVLs3r37jR/O+/fvj2XLlqF3794ICAhAZmYmIiIi4OTkhEuXLtVI54IFCxAfHw8PDw9MmDABrq6uePjwIaKjo3H27FlIpVJ89dVX2LdvHwYMGIDAwEC0b98e+fn5uHTpEmJiYpCenq6wuVyOur7h77//Fq6hZs2aQVtbGzExMXjy5ImQ5ht4fe7XrFmD+fPno0mTJrCyshJWLaobhlcVAwYMwJYtWyCVStGsWTMkJibi2LFjCmFObdq0gZaWFn788UdkZ2dDV1cXXl5eteK3VNG9e3eYmZnh6NGjotXHUaNGYdeuXfj8889x4sQJdOvWDa9evcL169cRFRWFuLg4pZ+AUJcJEyZg7dq1CAwMRHJyspBCOjExEStWrFBrj6+3tzdsbGzQrVs3WFtb49q1a1i1apXCHmF1U0hXZ3wEatG/vlFuNsYbYW9vTzzPK/2VT41b3XS5GRkZNHHiRLK3tyddXV2ysrKiwYMHK6QrJFL9NWxlqR6JiE6dOkV9+/YlU1NT0tfXJycnJxo7dmyVKX/Lc+LECRo8eDDZ2NhQvXr1yMrKivr370+xsbFCnfT0dOJ5XpQq8uHDh/Tpp5+SmZkZmZqa0vDhw+nx48fE8zzNmzePiIiKi4tpxowZ1LZtWzI2NiYjIyNq27YtrV27VtBz584dGjduHDk5OZG+vj5ZWFiQl5cXnThxolK7S0tLaf369TRkyBBycHAgiURChoaG1L59e1q2bJnC13zlXLt2jXieJ319fcrJyVFaRyaTUatWrSptX35OqkohTUSUkpJCPM/T2bNnFcrUOYeBgYEklUprZGtERAQ1a9aMdHV1ydbWlkJDQxWOW5WOlJQUGjFiBNnb25NEIiEbGxsaOHCgwvVVnXtizpw5Ku+ziulyi4qKaPr06WRnZ0cSiYQ6depE8fHxCjrLysrIzs6uVr9kzfiwkaeXVfUrj7rXr6rxWc7Fixepb9++JJVKydDQkHr27ElJSUlKdZw5c4aCg4PJ3NycpFIpjR49mp4/fy6qW1ZWRuHh4WRlZSWkyb99+zY5ODjQ2LFjhXoLFiygzp07k5mZGRkYGFCzZs1o4cKFohTVr169oilTppC1tTVpaWmplU76wIED1L17dzIwMCATExPq3LmzKLUw0esv17dv354kEglZWFjQ6NGj6eHDh0r1/fLLL8TzPJmYmChNTX3jxg3y9vYmqVRKVlZWFBwcTJcvX1bwPZWNh4GBgdS4cWORbMOGDdS0aVOSSCTUrFkz2rRpkzAOlYfneQoLC1PQWbG/iYju3btHgYGBZG1tTRKJhJo0aUJhYWEiv5Ofn0/ffPMNOTs7k56eHllZWVH37t1p+fLlonOjiqp8Q1ZWFk2ePJmaNWtGRkZGZGpqSl26dFHwSZmZmfTJJ5+QsbEx8TwvpJNWlUJamS9wcHAgHx8fBXnFPsvJyaGgoCCysrIiqVRK/fr1o7///ltpH65fv56aNGlCOjo6Cna8id+qjClTppCzs7OCvLS0lBYvXkwtW7YkiURC5ubm1LFjR/r+++9Fn51QdY3In5GWLVumtN2nT58K/aKnp0etW7emzZs3q60jMjKSZDIZWVpakkQiIScnJ5o5c6bINrl96qSQrs74WJv+lSOq5Wk1g8F4L+jZsyfs7OwUvnLMeHP27t2LkSNH4tatW5V+DI7BYDAY/17u3LkDV1dXHDp06K3twalr1KZ/ZZMcBqOOcuHCBXh4eCAtLU1pmlJGzenatSs8PT3xww8/aNoUBoPBYLzHTJo0CTdv3sSRI0c0bcoHQW36VzbJYTAYDAaDwWAwGHUKll2NwWAwGAwGg8Fg1CnYJIfBYDAYDAaDwWDUKdgkh8FgMBgMBoPBYNQp2CSHwWAwGAwGg8Fg1CnYJIfBYDAYDAaDwWDUKdgkh8FgMBgMBoPBYNQp2CSHwWAwGAwGg8Fg1CnYJIfBYDAYDAaDwWDUKdgkh8FgMBgMBoPBYNQp2CSHwWAwGAwGg8Fg1CnYJIfBYDAYDAaDwWDUKf4PU5jmF9LJAUAAAAAASUVORK5CYII=",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x327d9a150>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "PyPlot.Figure(PyObject <matplotlib.figure.Figure object at 0x3238a8b10>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for offset in clusters_separation\n",
    "    Random.seed!(42)\n",
    "    X1 = 0.3 .* randn(round(Int, 0.5 * n_inliers), 2) .- offset\n",
    "    X2 = 0.3 .* randn(round(Int, 0.5 * n_inliers), 2) .+ offset\n",
    "    X = vcat(X1, X2)\n",
    "    # Add outliers\n",
    "    X = vcat(X, rand(n_outliers, 2) .* 12 .- 6)\n",
    "\n",
    "    figure(figsize=(10, 5))\n",
    "    for (i, (clf_name, clf)) in enumerate(classifiers)\n",
    "        # fit the data and tag outliers\n",
    "        fit!(clf,X)\n",
    "        y_pred = decision_function(clf, X)[:]\n",
    "        threshold = stats.scoreatpercentile(y_pred,\n",
    "                                            100 * outliers_fraction)\n",
    "        y_pred = y_pred .> threshold\n",
    "        n_errors = sum(y_pred .!= ground_truth)\n",
    "        # plot the levels lines and the points\n",
    "        Z = decision_function(clf, hcat(xx[:], yy[:]))\n",
    "        Z = reshape(Z, size(xx)...)\n",
    "\n",
    "        subplot = plt.subplot(1, 2, i)\n",
    "        subplot.set_title(\"Outlier detection\")\n",
    "        subplot.contourf(xx, yy, Z, levels=range(minimum(Z), stop=threshold, length=7),\n",
    "        cmap=get_cmap(\"Blues_r\"))\n",
    "\n",
    "        a = subplot.contour(xx, yy, Z, levels=[threshold],\n",
    "                                linewidths=2, colors=\"red\")\n",
    "        subplot.contourf(xx, yy, Z, levels=[threshold, maximum(Z)],\n",
    "                             colors=\"orange\")\n",
    "        b = subplot.scatter(X[1:end-n_outliers+1, 1], X[1:end-n_outliers+1, 2], c=\"white\")\n",
    "        c = subplot.scatter(X[end-n_outliers+1:end, 1], X[end-n_outliers+1:end, 2], c=\"black\")\n",
    "\n",
    "        subplot.axis(\"tight\")\n",
    "        subplot.legend([a.collections[1], b, c],\n",
    "                [\"learned decision function\", \"true inliers\", \"true outliers\"],\n",
    "                prop=fm.FontProperties(size=11))\n",
    "\n",
    "        subplot.set_xlabel(\"$i. $clf_name (errors: $n_errors)\")\n",
    "        subplot.set_xlim((-7, 7))\n",
    "        subplot.set_ylim((-7, 7))\n",
    "    end\n",
    "    #subplots_adjust(0.04, 0.1, 0.96, 0.94, 0.1, 0.26)\n",
    "end"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 0.7.0",
   "language": "julia",
   "name": "julia-0.7"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "0.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
